{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a743977-e565-41f9-8a71-b9b881f8ce59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lCa9J/BQYI3IKbBH0SZjfy18FSwZaB5ugPq3++Njjv4JtUd8X/AZfg1o3/XpCSB2sLy8AmATwLZTSJwCAUvos2G/8R2C/xbvA7Nxc8emU+CuwLdHjYIm/9w1xjhQpNh2U0mfAxpGDwRb8pWDB7OcAfJUQUgPrv69VnONcjofx87YopV+jg7lFfQgWB+8Ek4QAwP8H4NWEkH8eSFfeDTaXLYLNYf8ZUTzxw8F3WwEL8lRs+0ZwniNgJMlvA/i3kvnkg2BJgo8DeBQsqdsDk/LocEGNH6r+ocAaIaQB4AmwPILvp5R+ODifC2bX+x1gY/WfAvixoC/btm0/mLz0XrDF6Mth2D8vNhAmH0txviLYJlwDk5EcGnFzznsQQv4XgEsopRddNckUKVKkOF8QsOV/Tim1STxMkWJskDLg5yEIIe8KJBMVMDb9CURJJSksQAi5jhByE2G4Bcyy7jOjbleKFClSpIhACCkRQr6TEJILJH+/gnSsTnEeIw3Az0+8G0xacQJs+/EHabqVMSwmwKQjDTCN4e8C+OxIW5QiRYoUKZIgYLK/VTAJytOwr1OQIsXYIJWgpEiRIkWKFClSpEixhUgZ8BQpUqRIkSJFihQpthBpAJ4iRYoUKVKkSJEixRZCVJXxvMW2bdvoFVdcYXVMo9FApVLRf3DESNt57nA+tBE4P9p5PrQROD/a+fDDDy9RSm0rj57XGGbMTpEiRYpxwNmO2RdUAH7FFVfgoYcesjpmYWEB8/Pzm9Ogc4i0necO50MbgfOjnedDG4Hzo52EEGXJ7gsRw4zZKVKkSDEOONsxO5WgpEiRIkUKYxBCPkwIOUMIeTL22vsJIccJIfuC/75zlG1MkSJFinFHGoCnSJEiRQobfBSsSmISv0cpfWXw3xe3uE0pUqRIcV4hDcBTpEiRIoUxKKV3gZUZT5EiRYoUQyINwFOkSJEixbnATxFCHg8kKjOjbkyKFClSjDPSADxFihQpUpwt/gzAVQBeCeAkWEVZIQgh7yOEPEQIeWhxcXGLmpciRYoU44U0AE+RIkWKFGcFSulpSmmPUuoD+CCAWxSf/QCl9GZK6c3bt9s7eFFK4ftpBecUKVKc30gD8C3EWtPFez/8AB48nMonU6RIceGAELIr9uf3AnhS9tmzweGlBt72u3di4bkzm3H6FClSpNgyjDwAJ4QUCSEPEEIeI4Q8RQj51eD1WULIbYSQ54P/n/eawj+8/QDufG4Rn37k2KibkiJFCgW+/OQp/OiH7ke354+6KWMHQsgnAdwL4FpCyDFCyE8C+G1CyBOEkMcBvBXAz27GtXfPlLDR9vA39x/djNOnSJEixZZhHArxdAB8K6W0TgjJA7ibEPIlAN8H4HZK6W8RQn4ewM8D+K+jbOjZ4uBSHQCw0nBH3JIUKVKo8JtfehovLjfxxSdO4t2v3D3q5owVKKU/JHj5Q1tx7Xw2g3e9Yhc+ft+L6PkU2QzZisumSJEixTnHyBlwylAP/swH/1EA7wbwseD1jwF4z9a3Tox7XljCerNrfdyp9TYA4NBS41w3KUWKFOcQ1QLjJh44lMrFxg1X75hAt0dxcr016qakSJEixdAYeQAOAISQLCFkH4AzAG6jlN4PYCel9CQABP/fMcImhlhvdfHDH7wfr/3Nr4FSu0Sg0xssAD+83LQ+NkWKFFsD36d4YZFxAou1zohbkyKJy+fKAIAjK80RtyRFihQphsc4SFBAKe0BeCUhZBrAZwghN5oeSwh5H4D3AcDOnTuxsLBgde16vW51zMH1HgCg3fXxhdsWMOGYbYG6PYrVZhelHNDyfHz59gWUcubbp7btHBVs27lwtIvZIsFN27euK16o93IUOB/aCNi1c63jo91l2u8DxxfPi+93MWHvLAvAj640mfFhihQpUpyHGIsAnINSukYIWQArc3yaELKLUnoyyLAXpr1TSj8A4AMAcPPNN9P5+Xmray4sLMDmmLVHjwP37gMAXHXja3D9pZNGxx1ZbgK3fR037pnBg4dX8fLXvBZ7Zsqb1s5RwaadlFL8+C+witWPv/9WTBbzm9iyCBfivRwVzoc2AnbtfO50Dfj6XXCyGXRI4bz4fhcTdk0VkSHAsdVUgpIiRYrzFyOXoBBCtgfMNwghJQBvB/AMgM8BeG/wsfcC+OxIGphAXL99asN8AlhpssTLK7dVAQBrQ2jILzQsx5JRnz6xMcKWpEgRYTXol9dcUsVirWMlF3thsY6nT6Z9eTORy2YwW3GwVE+T2VOkSHH+YuQBOIBdAL4e2Fc9CKYB/wKA3wLwDkLI8wDeEfw9csQTf06tm+tD620PAHDZbAkA05Jf7HjhTD389+lUa5tiTLAaLI6v2TEBt+dbPat/8LXn8W8+/vBmNS1FgNmKg5VGOmakSJHi/MXIJSiU0scBvErw+jKAt219i9RYa3Zx1fYKDi41cCpIqjRBrc0m8csC/WLKgAOHl6PdhDMW9zJFis3Eeosxq1dsqwR/dzFddoyO3Wh3MVXaGinVxYy5SgHL5zkDfmS5ictmSyAktVJMkeJixDgw4OcV1lpdzFULmKs4Vg4JtYAB57rvlAFHuIWczZDQojFFilGDM+B8t4o/uyZYb6UB+FZgtuqc1/UUHji0grf876/jE/cfGXVTUqRIMSKkAbglNlpdTJfymCjmQ1bb6Lh2/6S+1jp/J49zhfVWF6V8FpfNlFIJSoqxwWrTRT5LsHOiCMA+AJ9MA/BNx7aKg6X6+Ttm/MO+4wCAj91zeLQNSZEixciQBuCWWGt2MV3OY6KYs5qY+WfnKgUUcpmhCvlcaFhtuJgu57FjomgtQbnruUW89je+hr++78VNal2KixXrzS6mSg4mAleeesf8Od9odbfMzedixmylgI22h27PH3VThsIjL64CAF5cacL305oQKVJcjEgDcEustVxMlXgAbh5E19oeqoUcshmCiWLOalK/ULEWbNdPluwWMwBwzwvLOL3RwR1Pn96k1qW4WFHreJgs5lAtshSZesfsOaeUYqPlpRKULcBMhd3jYXJpDi018Nf3Hh5ZMTRKKY6ttuBkM3A93yqXKEWKFBcO0gDcAu1uD+2uj+myg4lC3pIB72IimNDLTg5Nt7dZzTxvsB7sJlQLOdQMgxyOY6usCt7JVDt+TvDIkVU8eXx91M0YCzQ7HiqFXPi81g2f83bXh9vz0wB8C8B3GWxIEIBVOX3r7yzglz/7FA4vj6aS5lqzi3rHw5uv3gYAOByztk2RIsXFgzQAt8BGkDg5WRpOghIF4Fk0UgYcay0X08FWv2mQw3F8jdlBHlttjYzJulDwzKkNfN+f3oP3fviBUTdlLNDo9FB2sqgW2PO6Ydg3eWJ1GoBvPiZLdr8NBx83AODOZ4W13TYdRwPy4E1BAP7iymgWAilSpBgt0gDcAjyRcrKYw2TJLgmz4XrhhF4ppAw4wJigmUoe1WAxYxNI8yp49Y6HjVa6mDkbPHWcFY5ZbrjpYgbsWa0UcijkMshnibFcbD1coI/c3fWCB2fANyzdpJ4/Uwv//fix0ez4nAgWAa/aOwMAVm5aKVKkuHCQBuAWaHRY0FwNtqcbbg89wwSalttDyckCCBhw1y5obHQp1poXlnPKWpCwNlHMwfMpOp5ZQpXX87FY6+Canayq6EmLiqQpBhEvLrV4HjtLnCs03R4qhRwIIVa7M1wrPpEmYW46uNPMhqUE5fnTrPjXS3dUcWJ9NOMGt1/dNVXEZDF3XtsppkiRYnikAbgFeNBcdnKRQ4Lh5Nzq9lDKswC84uTQ7Jgz4Kc32vj3tzfxA39xn2WLxxfdng/X84PFjN1kyqU/e2dZoZSUAT87nIjp6I+MSBc7Tqh3PFSCxXK1YJ5szXe1+LEpNg8RA2737B9ebmKmnMcNl072yVG2Ejzgnik72FYtnNd2iilSpBgeaQBuAR40VwrZUM9tGjS2uj0UggC8XMhauaA8eoRZVj17uobWBSJd4feyXMhhIpDmmGrqk57qaVEjhn1H1/D1IXStJ9daKObZUDCqoGScwJMwAbZbZSoX4ztkpTQA33REGnC7Z3+x1sHOySIunS7h1HrbeAfzXGKl4WKikIOTy2Cu6gxd0bPb87GcBu8pUgixXO/AG3Ob0jQAt0CcAS8Hk2yrazY5d7p+PwNuIUE5tBSxki8s1o2PG2fwe1mNLWZMdxN4wM2ritrqQC9U/JM/uwc/8ZEHcaZm5wxzaqOD6y6ZBJAuZnyfouH2Qha75GSNn/FWNxofUmwuSvksshli/ewv1jvYPlHA7ukSuj06tP665fbQ8YYjQ1YaLmarDgBWF2K5Yd+Gnk8x/78X8Kb/9fWxDzJSpNhqdHs+Xv9bd2D+dxZGssg2RRqAWyDcYi5kwwDclB2LS1DKhSwaFkx23KYqnkR0PqMZW8xUbRnwYNt5zwxjwG1ZsAsVfKC542k7Fnyj1cUVc2wxc7EXiOLBNmfAS/ms8a4TZ8BTCcrmgxCCyWLO+tlfqrEAfPtEgf09BINMKcXbfncBP/KX91sfCwQBeIUF4LNDMuBPn9zA8bUWWt0enkjtQ1Ok6MNjR9fgej6Orbbw3OnxjZnSANwC3Dqw7ORQyrMJ2pTJbnd74TZ/xcnB9XzjKm5HVpq4bIIde6H4Xjdich7bgid80t09nUpQOOIJuqc37IKKjVYXMxUHZSeLtYv8Xoa7XDEJijED7qYSlK1EtZizsi+llDHe2ycKYQC8OkRi+1MnNnBivY0HD68OtSO53HAxxwPwsoPVpmtdDTNOxDxwaMW6DSlSXMi4P/ZMPH9mfFUDF3UAfmq9jQdPecZBdJzhCiUoBuwYpbSfAbdkz5cbHewoE5TyWawMqRccN8TlPPy+mAY6fNt5tuKgWsilSZgADsZ2SU5bSFB8n6Luepgo5jFVyl/0i5nI6Yj1yaINA+6mEpStRMXJWe0kbrQ8uD0f26sFzJRZADyMA0l8ct9/YsP6+PWmi6kSu/5UKQ+fwtoV67nTdeSzBBOFHI6kPuIpUvTh6EoTk0VWefz5lAEfTzx4eAV/sq+D46tmiWdN10Mhl0Eum7HSgHc8H5QiSsJ07Njz1WYX1TxhCTsXiGVV3NKR34+Wa7YjsB4riDRZzF30QSOAvm3sMxYMeK3jgVLmbZ8G4NEzGV8s2zDghVwG2QzZtPaliMDqKZgHrlxrPVd1MFMevpT90ZUmcsFvfGiIKpa1TlSUbdiCQgcX67h8roK9c+XQVzxFihQMx9daeMm2CvbOlnFwcXwrzV7UAfh0MAivGg7CvEAHEG0zm7DYnS4LLPmkzqUo7a4+4KSUYrXhBgH4hWNZFWnAs7F7ae6Cks0QVJwsJkv5VAOOaCv9qu0VqyTMWlhcKo/JNABHu8tlJJEG3NgFJTY+XMgghHyYEHKGEPJk7LVZQshthJDng//PbHY7yk4WdQs7Vx7kTpXYbg8hwzHgR1eaeOmOKi6dKlqXkaeUoh4PwAM7RdvcizO1Di6ZLGLXVAkn1i4MWWKKFOcKJ9fb2DVVws7JgrUpwVbiog7A+TakaYGbZlCiGoiCaZPtac6gFfPZvv+3DZi1eseD51NUHYK5inPBFG2INOCRBMXkfvBjy042KJRi7tN8IYNP4NdeMmHFgHP5zmSJMeAXu6MM34XhfbLk5IwZ8KYbycwucHwUwDsTr/08gNsppVcDuD34e1NRLeTQtLBz5X17sphHLpvBVCk/lAb8yEoTe2fLuGJbBYeX7QLwptsDpQgD8KkhCwqd2ehgx0QBu6eLIysolCLFOIJSipNrLVw6XcKOiSLOjHGl2Ys6AOeDn2niWcP1wgA8kpHoJ+eIVWO32ybg5Fuk1TwwVxneM3azYTuBxBlwJ5dBLkPMHWXc2ELIyV0w3uhng9Wmi1yGYM9MGWst8z7CFy+pBpwhfFbz0ULb9XwjK6v4Av1CBqX0LgDJzL93A/hY8O+PAXjPZrej7OSMxwwgGqN44a/Z8nCSvhNrLeyeKWHHRCGsamkK7vRULbA28IqeNs8dpTS0U7xkqoRa2wsNAlKkuNhR63houD3smipi+0RhaKvRrcCFv1+qwEzFkgF3e2HgXcxnQAjQMpBNtBKTesFCgsIZ76pDkKuOJwP+6JFVfO+f3oN/feuVeH3J7Jh6pz9hzWarv9WNfoeKk8XJtTQAX2t1MV3OY6KQQ7vLHHbyWf36mm/LTxSZHeSFNpH/wF/ci5ftmsT8pNnno90qdu/iuR5Vjbyk2e2F7ikXIXZSSk8CAKX0JCFkx2ZfsGJZ0IwHv1x3PVnKG1ufcrTcHhpuD9uqBWQIsZYEcqenakKCYrPztNH24Ho+tk8UwuNXGu5FIX9KkUKH1SBGmq048ClF0+2h0RlPeeDIGXBCyGWEkK8TQp4mhDxFCPmZ4PVN1xRWnCyyxDwRp9P1w4mZEOZKYrI9zT9TSEpQDAo58C3Sap5gspiH2/ONpRpbhYcOs0qdn7z/iPExyYS1kpM1/l5Ntxfew5JFpcILGWtNF1OlvHVRozgDXilkgy1yc0u0O4928f7PPTV2fRJgldDuP7SCj95zGKcbZgm+A3Ixi/yEluuhlB/5kDr2IIS8jxDyECHkocXFxaHPY5uEGZegAGzRWbfcuQsTOSusjHzT7Vm1gQf8vPpvJEExP8dioGndPlEI85iGSSZNkeJCBM/pm6nkQ7//cZWhjMNs4QH4OUrpywC8DsC/J4Rcjy3QFBJCUMmbS1DiVoKAeZnq5LZ2Mcf+3zHUgANAOc8KTwDmBWu2Ck+fYlZcTbcHz9DPtt3t9fkl2wTS7W4vDHTYbzBe92MUWGt2MVN2UA2CC9M+EhaXcrIoOzl4PoVrUVnvI0+5+Og9h8fSi/jpk5H91Omm2XeK5GKB1Iwvlg0cepLjw0WG04SQXQAQ/F9aDYpS+gFK6c2U0pu3b98+9AUrThbdHjWuSMmTt/muRsXJWTHoQLQjOVctYFtQzXKpZr4rya/HF8qcCbeRoHAZ4rZq5Ge+MoSWPUWKCxGcAZ8us0UyMFzBra3AyANwSulJSukjwb9rAJ4GsBtbpCms5olxBnpLEDSa6I/bA0mY5hKUZpCsWMxG2sVxc/14/jQzuvd8ipW2WQCeDFZMdxPCY2OTaMqAswk8zoCb9pGwbzrZsIJj09BZIi6HOjhEQZLNxjOnIo/mxZb5whCIJ2EG96SrD9TaXT98xi9CfA7Ae4N/vxfAZzf7gnxL2bS/1trMfYQQtutmW8gHQKgZn61Ek/uixeQeasCD55S7OdlIvzhbPlnMY9rSSOBco+l6+Ng9h40XQSkufLS7PXzsnsMjy83iqoHZshPuEI1rheeRB+BxEEKuAPAqAPcjoSkEsCmawnKeGLMP7W4vZK/ZsWbBX9JZwcYFhRdoKGRJGFyNGwN+cr2NK7dXAMBiq98f2E0wfWBbMbeJkpNFxzBJ7kIG17jxrW1TZi+s3pjPhvpl06Ig8aD7hTH0Wj253kYxn0Ehl8GiIQPOn9ViLAkTME+2vhgCcELIJwHcC+BaQsgxQshPAvgtAO8ghDwP4B3B35uKimPXXzda3VB+AjAXlZotAx6wz3OxAHzZIgCvh0mYkR61bJl7EUppSrmooueIcoP++t4X8Sufewp/fMeBoc/xa5/fj3//iUfOYatSnA3+zV8/jF//wv6hj//D25/Hr3zuKXzi/hfPYavMEUpQyg6mg4JX41rheWxU6YSQKoD/B+A/Uko3OEthcNz7ALwPAHbu3ImFhQWr6+bQw4nFFaPjNhotrCydDj/rtls4caapPXbfcfbjP/bIgzhZzqDmsmDxiaefxSXNg8pjn3iBDaxeu4EDTzPb3bvvfxhrL4zHRO9TiuV6By+d8HAQwOmNttG9PHayjW6Hhp9tN1rY2IDRsSvrTVRpAwsLCzh5lN3br96xgFLOrM/U63XrfjIK2LRztd7C+rKL555iUpB7H3oU7SP6x/vZF1xkCfDNb9yFw6dYEHDn3fdh94R+bf6NY4F+3AEefv4oFhaWjNq6Vdj/QhsTOYp8BjhZ6xrdy2dfcJEjwDfuuhMA8PQyC7wfeOgRbBxUP3MbjTZWF0+fF33rbEAp/SHJW2/bynaUg2qlDUMGfKPthQmYAJOBNDoeKKUwnW/4rs9s1QnzV2wmdx7wTxT6FwI2UpiNhHc/IcDKiBi+u55nGv47njmDn/u2a62Pf/50DR/+5iEAwK/WO+GiJsVocGajjS8/dQoA8EOv3Yurtletz3HHM0x9dudzi/iXb77ynLbPBKsNFxkSybwAO4nXVmIsAnBCSB4s+P4EpfTTwcunCSG7gox6qaaQUvoBAB8AgJtvvpnOz89bXfuPH/0y1mkJ8/O3aj/rf/0ruOryyzA/fz0A4E+fuRfZDMH8/OuUxx2770XgiScx/6Y3YMdkkWmW7/gKLrviSszfepXy2PvbzyB/8CCmJyu47rpX4zcf+AauvPZ6zL98l/mX3ESsNFzQr9yGN954Fe47+Ry6mQJMfoMPvXA/SNHD/PwbAQAff/EhHF9rYX7+zdpjyb234/Ld2zA//wocK76Iv332Sbz6ltdj52TRqM0LCwtGbRw1bNrZvePLuPqKy3Dr6y4H7l3A5S+9DvOv3qM97q7afpSOH8X8/DzoM2eAfQ/i+le8Cq/aq8953r9wAHjyWdz8ku3Bb6d/hrYSf3ngfuzJe8hnM1hfWzO6lwsbT6F88lj42YkXV4EH78HLbrwJt16j1ivTr38FL7l8D+bnbzgHrU+hQ8Vyx2aj1R0IfH3a76qkA7f7nCjkwHOVbRxMOANeKdjnEnFw7/5qUGp7spgfmQRl/wkm8zq01LBayHA8dSKSid39/BLe86rd57R9KezwjecjEmX/iQ3rANz3aVgdNp6Ds5VYbbqYLjvIZEggOQPWxzRHYuQSFMKe2A8BeJpS+n9ib22JprCYI0bsA6UUrW4v1G8DzE7QRPsW19mya5pLUJox+5yJISyrNht8+/XybRXkMgSNrqEG3O3frmd6ekPZRFwDXjCXCJwP6Hg9/NuPP4x9R9eMj/F9ZrVULuQiFxRTCUpMNlF27O7lasNFIQvsmi6NpT/9Ur2DuUoBM+U86ob9MpkcXMix590kYbrtXRwSlHEBl6DYaMDjDHjV0jEIYOwzY51ZEE6IHbtWa3dRdrLIxSxCK5YMOD8HtxmdLOVGIkusdzysNrvYPV1C0+3htEUBMI4XYjK2Q5ZVRVOce8QLS70wRF7PifUWOp6P3dMlLNU7I3HHqrW90LAiwxeoYxQzxTHyABzAGwH8KIBvJYTsC/77TmyRprCUMwtWuj2Knk/7dMuFHNMf6xAG4EHgnckQONmMURJmw+2FE804asCXwox8lvBQdw0DHa8/CbOYyxjdSyChAc8HLNgF4l+978gavvTkKbznT75pfEwz6F/VQjbUlpr2ERZwsmEgZBQN7+VKo4tqnlVoXW268MdMh79Ud7F9wsFM2UHdcPxtJXTcfMGt65tez0e3R/tyRFJsLviC0TR43WgPasABWOnAN1qDk7tNAF7veAN+8lVbO8WB75G3dnM5Fzi+yipwviXYGRomEfvgYgNXzJWxc7KA42tpRc9R4/hqC5dOFXHZbGmovB6+iOJ94tjq1v+mjY4XLq4BjHWBuZEH4JTSuymlhFJ6E6X0lcF/X6SULlNK30YpvTr4/6b4nBWzJNQBqsA9u+OTcyGfMVrhtbo9ZDME+Wy0PWd6bDNWfbPqMMZlnEqvc3ufbdUCpsuOMdPYcnvhjgDAdxP0AbjvU3S8yG2CM+CmDioAsNL2h1rdbwXizLfbM7uXzVhRo0Iugwwx860G+hcz1gx400XVIUHBg/FKdOn5FCsNpimdKufRcKmRv3n8fgBskQ3oA/C2x5M3Rz6kXjTggaxpX99odcNdxPjxwzDgHFOlvNWOZC0RHADsuTPVsQPBIiDO5Bey1m4u5wLHVpsAgNe+ZBYAS3q2xdHVJi6fq2D3dAkn0gB85DgWVHm9Yq6CIytN6+NPrrE+wPsE7yNbiVrHC0lLAJgu58fWJ/+iny2KOcCnekvAtisIwA1Z23bXRzGX6dPHFfNZI/lKoxNV18tkCMr5LBpjJLfg2sPpct5yq9/vYwsLuazxNj8QBYu2QWO728P/t9DC2373zrFkzZ84vh7+29TSkbNf1QKzWCs7udDNQ4e4bMJWU7vScDGRJ5EXcWN8vFZr7S58yrxgZ8oOPGrWR1rdXlgwC4hJUDTPatJqNMXmI0zCNPhdvZ6PhttLBK52ci1g0EnFll2rt73QqSjeDjsbwsGFhOkzG4fr+Xjn79+FP10YzsHkRBBw37RnCsBwXsuLtQ62TxRw6XTpvGfAf+HTT+C//cMTo27GWeH4agu7p0vYXi1gaYjiNdySk/eJYX/TP/n6Abzz9+9C16ImBUc9sBvlSBnwMUYxcM6oddQ/ULKcPGAuQUn6hwOMKTPyAXe90J8ZYJZV41R4JulJayxBiUkfAHY/jO4lt80L7knBQk8PnL3GbbNxJqajNA3AeWDJFyMlJ4uWgW810K/FL1v6gDMGHJircDu28dGBh2XHiznMBF6wqwaJOB2PLZY5ov6lWaALxocUm4uqhWSKB9l90g3LfAlg0EnFdnKvtbsCBtwuAI9rXIFAQz4EA/6Fx0/gmVM1/PaXnx1KPsYtGS+bLaOYz1gH4JRSLNddbKuyAPzketuqCu844eR6C5984Ag+ft8RnN6w3wkYB1BKcXqjjUumStg2UcBSvWP9eyzXXVScLHbPlAAMZ4/Z8yn+91eexTOnavjiEyetj2+4/WXnK5bP11YiDcCD+VK3Bcgn4KQ+1Ii1FfgDF3Nmpdcbnf4Mfdvtys3GRrsLJ5dBMZ/FTDmPho3WNsGAez6Fp1nxDpQKt/BUB5jmkIMXEBonnKm18crLpgEASy2z1T8PIPigU8qbe6q3YwWRbO/lSsNFNU8wUzEPcLcK66FXch5T3AvWYBuy4/n9DHjelAH3+z6fYvNRzGVBSCTBUoE7h8TlI9wRxUqCkmDAJ0s5aw143IkFYBKShtszDoKTMpiJor2fOQA8cmQ1/PfBJfuxcKXRwWQxh3w2g23VQpgPZIqNlge352Nb1cFsxYHr+VZSwnHCfQeXhf8+n1DrePB8GnjcO+h4vnVuwVK9g20TBRRyLB9peYgA/MCZqC8+emTN+vh6uz/Polq0r3i7VbjoZwvOgOtWSCED7vSzY23DJMyBADxvFoA3XS9hWTVelR/jbEy1kEfL008i3FFG6DahuZ/xwjE2x3HEM+0PjCEDvljr4KY9U8zb15gB7w/AbWzN4hVJ89kMshkSynxU8H2KWttDJU/CgGRjjJKD417JUyVz96BOtxf2KSDugmLGgKcSlK2DjSSP94f41vRwDHh/8DtZzFslxdfbgxpw/tyaBp+igkLDMHyHlyJ97tEVe6nASrOLucC3e65asGbAF+uMKd4+UcBsmcvYxmcRb4MXl6N7eWR563XP5wKcrZ6JV3m1lKEw5yknOE9+KAY8rj0fxhmnnsizsPXZ30pc9AE4L96i+4F44NfP2mbger52myaZ2AWYS1Aabj8DXnGy4yVBiSU2VYs5dHrQMjluzwelg3p6wCAAT2z183OY7EQALClk0gH2zJRwaoikoc1Eo+Oh4fawa6qEyaK5owzfEeFSpWI+azyZs/LpMSlQzrRfesHnowB8nNx5OOM5UbSzZnQ9vy8AJ4TAMcj16AiStFNsPiqGwacoAOfEhunk7Ho+2l1/QP5hJR8RuKCULaQ0lFJsJDSulQIjZWyrAR9aauBNL90GAEMl3K00OqG8a3vVsQ7WFmvcQauAmbCi53hqdXU4stzEpVNF7Jws4MUh7uU4ICwyVcmHAbjtrsZSrJjSbKUwVIEo3hff9NJt1gG46/noeD6qTn8AbmK0MQpc9AE4J5d1W/Z8gi30SVAMHRISQQ4/1oRpbHYGNeDjlITZz4BnQRHZ4snQdgflPIXwXqqPTWrA+X01CRoBNshMOgRz1cJQ22ObCT6B7ZgoYKqUt/JUB6J7UnbMJSjJnQjTnRke9JdyEZM4Tu48vC1TpXzIMJoEWh3PD3XfHCzZWtcvgz6du+iH1C1FxXA8bIaL1GhiLuSycLIZ44VjI5bsnLy+iXyEUsos0gaSMM2TSVtdFmjHWfiqZfI0wMbZE+stvObyGZTy2SED8C5mKzzYcqwlaDzgm6s6mA1kbCtjJGOzwZGVJi6bLWPvbHmoezkO4L/fTDliwJctdzVWm90wKX+2nB8qMf/oShPVQg6v3juNY6tNq0TM8BlNLFB5wa1xw0U/WziBNaDux+FB9jDb00lvYXasPkjyfcp8wGMDdjmfNdI8bhXiGfnVQNuoY3IitnC4e8mO7U/CNHGUARjDUgm8q20Hl83GcjBYzQWe6qZkEF/Ixe0EjV1h3KTvddZoMVMPkpaLOYJshqDiZEPWeRwQTw6uhCXLTQLw3oCO2yTZOpWgjAYsJ0b/u3JSIC7nA7g+1OxB4wFuOa4v5YXADCb3jufDpxhIyOc7nEZMfivq11Eb7O0Ul+ouKAV2TRWxZ6Y0lF3cSqMTBs7DOE3EZWLTZc6An58B+PG1FvbMlLFnphz6o59v4LsPsxUHU8HOhu1vWotJtGYrhaF2NI6ttrBnpoSdU0X41E6WlMyHAqJndBxlKBd9AG7OgA/6/JonaIk04Ppt7ZZg0igX7MoWbzbi1eV4O3WMUpiwlhtmN6E/2MxnCTLEggFvuphweAA+XoM9H+ymSvmhGPB4YqppImVcAw4E/vQGixn+G3NDiIlifqwYcK73rhZzUbKdQfJyp9svQQECBlzTv6LxIQ3AtxIVx8wVKu6VHwfbnjZ7VpJuQ4Bd8SrR8bwNgFmAoNKy20hhuMXcXLWAbdXCUGPharOLmSBwnirl0e76xkQIEO1STZby57UGnFKK5YaLbRMO5irOefkdgBgDXnHCvBmbAJxLtLjN5kw5P1Ri/nJQv4G7a9lIm/gzNFEQPR/jEzdxXPQBOM+p1DLgwfuFhHMHoA8a44VjOEyCpJBx6dOAj5kNYasbBjgThhNBKOcR7SbotvrDZFh2PwkhVgHnaoMVj5mrFrDScMdKF8bZLesAPMG+mjLg3Z4PL1HdtWjox84HOp5DMVEcTTlsGTbaXVQLOWQzBMV8BgQwYjqFEpS8XoLi9gb7dIrNR8mwr3N5R0UQgJv226bgHDbBc5gsnWgDD+JNxvWNmLtP8ngbJxS+27at6mC26ljL8TpeD67nh+2IEp3t7BQzhOWuTJXyIGS8nJRMUe94cD0fcxUHc9UCWt3eWM3RplhtushmCCYKOVScLLIZYm2xCURxwEQxP1RuwnLdxVzVwfYJtiizSe5tCBhw/ryNoliVDhf9bMElKLoATiRBKRoy4K7nw8kmNeD6SpihbjHBgI+TBjyecRx2dG0ALpLzmC1muNa2lEjgNHXuWG2y4jFzFQduzx/KvmuzELfOYxIU8wDcyTEHE4DdG5MJQCSbME0OrrcFAbjhVv5WoNGJ3IMIISjm9AyI71O4PREDrpegcIbcSQPwLUXFcEeQM+BJ+YeNBEV0joqFfCSZqxGdg2+Rm+88xRNBJyxYeI6lWALktiHkePxZ4guQySEY041WNywelskQVJ3xdatQIUpeLIQOIOO2u2oCXsCGEAJCyBAe9zzxPTJlAOylHysNF7MxJxabRNCaQAM+TMGtrcJFP1s4lhKU/ip5ZkU6RLpS5gOuPk7EgJfzObier/XL3gr4PkXT7YUTiOkDJ0poLYTJlIYMeEK3rJMIAIwV9SnC8ulAVExiHBCyW8U8pksOGh6MGPp2wmWn5OSMguiQOR8iCZP/xtxHf7JkZ8e22Wi4vT6msZQj2n7p9sRe3iYVb0WLyhSbj1I+Z5Rw3Oz2kM+SgQWSjUWZiAG3SfCVSVBCBnxoN5chNOAhA17AbKWAjbZnlezGr3U2AXit7fVV9By2oNCowQPEucDPHDg/pTTJEu7DB+ABAz5E4Nvu9lDveEyCMkQiaLJfAsMvBLYCF/1skcsQ5DLEIAlzeNlER8iAMxcUVYAlHvDNk342G2Hyn8NdUMwmgk53+ITWdneQRWL3Uj95rAaWSNV8NGGMU9C43uqilM/CyWUwVcrDp2aDRrvr9wXgZScLt6dfpLUFuwmm7jyDEpTxCsBbbsLdJWfTL0WWofpdLiBlwLcaZSdr5P7R7HgD+m/AXMICRIRIvF9F1ThNajrIGHD7IL4/ycxegrJUYxULS04Ws1X7BEi+28WDGxuvfQ5WVbS/MumogqTlegd/fd+L1nIJIObmUnHCe7k8hPtHz6f463sPjywRNVnCfXKIKq/8OCAW+FrMC9FugoOKk7WusCpzKoq/N05IZwsElQO1GvDhg0ZWXW9QgkJpxLqJwDtMOVGIBzArF35yvYVf+/x+Y0s6W0STQcCAG654z06C0kM2Q5APpEP8PEasbUw2wQeajXFKHGx3w4nMZtXOXHYGpVG6RUnSPYUfayNB4eN1tWDmRrFVaLpeH9NYyhJtoCZaZLO/DSQo4bFpEuZWwjTfoRHbqes73qJqbCsx3sX/bZaEKU4EDUkVk+8hSCY1zb2JY63phs4jXDZhs9XPn3/OcoYBuMV4Wmt3+5NJR1gw5Y/uOIBf/ocn8Vf3HrY+ljO0sxUH2yqctbUPoj/yzUP45c8+hT/++gHrY88FGm6/ReZUKW+5oOrfnYniAfNzxANwQghmyk5InJmgnkpQzj8UHf22e8fz4eQyICQK/EycOyilrLiHgAEH1PIVFQNuwvr86uf248PfPIS/eeCI9rPDIFmV0rSimyhYsUnCLOWzfb9DIa8PkICItSn1FY8ZowC85YUTGQ8ejbSlCZedcDGjk/OE7inxQjyGEhTXg5PNIBfozsetQitjwKPnppjT73bIZCTMBUXPgBOCvoVhis1H2WGSPB1z2XS9PvvA6HjzolU896acHzYJUyxByWUzKOQyQzupDCNBWW9Fi33uZLJmkQCZDHSGcc3YiNWQAFjgNkyQRCnFZ/cdP6vCag8eXgEA3Lb/tPWx/DvPlB1MV4az74tfm7dlGJxcb+Gz+44PdWyySqutBCVu/QrE60OY/6Y8CZdLeWzbENoQDpkovdVIA3AEDLhBIZ6BidlAtxzpSpPOCvogKWI7YkxecJyOAaeU4r5DywCArzx5SvnZYZHUqPP7owvEIj19nLU1ZMBFlo6GDHi8eEzEgI/PQ7ne6oaWjjZb2+2BYjrDVRUFWL800o8nJB5cCjAurjLNBONZyBKDRfZgbgL/2zXQgDvZ/gV6is0HHxt1ScdNtzcQ+AJMPme6cGwJJCg2VSyThEUcFUP2t+n24GQzyMcInXwQwNctnDfiAXjEXpsfX09s9Q8T5NTa3QE/82E04LftP42f+dQ+/PfPPml9LAB4PR/PnKoBAF5YrFsfX+8wN5eyk0XVyYGQ4eaVFxZZ1cf9JzaGksIAwH/7zJP4mU/tw+1P2y8kklVa2Y6Eja3k2WvA405ggL0Mpt5mO5/ckABgvwshqQRlbGEkQRFWyNMHjaE2NMmA5/QVHFVsh27CWWm4WAu2boYZVEyQbB8hBE7WwFFGKefRs7YlJ7kQMrXOi4rHjGP59PgWoI1urZVIwoySg80SWuNJmCZVH4HBgKbs5ECpPujfKjQTC4RCVr8z0xb0S/63SRJmmoC59SiFAbjeUUoYgAeLK5OAp+EOJnKW8/YSlIqAiTd2c3G9Pkkih23wGpe78UW/rX4biFjOQuDCZBPk1BKaY9NFSBJfePwkAODRo2tDEQAn19vo+RQv2VbB6Y2O9a5ore31ublMFHJW9xIA1ptdLNU7uGKuDM+nOL1hz+ZTSvHo0TUA0T2xQb2dDMDtZIX8voWLsiEY8HhxJsBeBlPveAPPFyHj67CTzhhgAUjLIPkvOcGa2BDKkrNCCYriWFHCYdlwwjm4xFbTb7hqDssNd1MSO1qCBUIhY+IoI5CgGLK27W4PxWSSnEGABPRrwPngYDtQbiYanWib3IZRanvJANzsXnYEDLipo0ySAbfRwm4FkhpwJ0vMd2aEAbiJRC3Vf281TMfDhusN+G/3H2+20E3qtzNBFVgTppAnzosWAuW8WX2HRqcn/B7VYs7q2Ysz4JND6LcjDTg7lhB2H0yLnVBKUe/0u6AMy4Bzgmmx1rH2MwdYFUsAeMvV2wAAh4K50xRJN5fJUt46t+jgEvsOb7lme1+bbHCm1gk11AeHZPKTyYutrrmPdy1gn3MB2ThMhdbI5z6SNtkG4BPCBe54OuykATiAUj6DtsHkLCpRDahZbNmkHmnA5dcNGcrcIAOu04DzB/Ad1+9kfy+dexZclBDkZE0cZQYlKHyHQG/pKEpoNdMtc5eAUg7IZohVEY6tQNPthYxaqAE3DAz6NOCWEpSkD7jbM9TUiqRRY6IDbyaCJScLg2dcnEhZyOkXJSKJWorNR5iUbiJBEUzMfBFpkojZ6HjC4LlSMAt+W24PhIitKk0rHDddb8BFBWCaVxuGb73VDcuNh7IJq0CnGxa54rC1dOz5tI8BnyjmULeUsfk+xcHFBi6fKwNgZcxtwY95zRWzAIDTG3YOJvVOty9wnSzmrQoSxa/5mstnAGCocvbHVpsAgMvnynhhsWF1H3uBpbAoedFkDgIGJUV8oWjjzrPR7iKXIeF8MowGXLbDZPo9thLpjAEWPOis11iJ6uTEfDYMuD5IaneZrjQT0zOZBjon1togBLjlJbPh3yb47S8/g3/1Vw8ZPbzJqpSA2Va/aFGSCxL6TIoaiW3izBjwbIaAzxmseuP4MOBNtxcOHnYa8P5Kq0XjJEyxDSGgT4ZliwWB1dMYDHI9n6Lj9VszFgwWhq5gYcj/1i1mXMHCMMXmw5QBb7qe2AWFB+AGC3iZjrxayBnpr/kCW5QnYOrmksxt4DCVsADs2W53/TABMpRN2GjAY7KLqA3mLPxGwrIOYPeRUrtF/KmNNlrdHt5yNWOOeRBqgxMB23zT7ikAdpUXgUEpzWQpZ82A82u+8rJpAMMx4Hwh8Zart6Pe8axKuPNx+2zs+zZa/fchE5Bcdgw4s6bk/WqymEfD7Rl71Euf0WLeSs++VRj5jEEI+TAh5Awh5MnYa7OEkNsIIc8H/5/ZzDaUnCGTMA1sCKNgU6IfVxzb7g4W8DEt2rBY72C27GDPNGMGTDRlB87U8KcLL+C2/aeNdONJG0IgYMB19zKY7JK6eDOtbU9wXNZIt9zo9E8ak0X7rcLNRJxVthn82gkbQlsGvL8UvdlORKs7mITJvsPoBzn+vfr7JeD5VDmQS3ercsxX3VfsCoi8/i9GEEIOE0KeIITsI4Q8tNnXMw7AOz0hc2zTb5uujF0zCzybCWee/naYnkPsZ17MmwfgnFGcKiVkEzaezwm5AmCn4U4m7AHDFUzh89q3BETTMAz4cr2DqVIeu6aLAGAVuAL91aABzoDbzSuLtQ4IAS6dLqFayA1lY8i/+81XsHDJhsmvC34P2wC81um3leTns7Eh3Gh3+5xxpizzE1rSRXIW9TGa6znGYcb4KIB3Jl77eQC3U0qvBnB78PemoWichNl/uyLW1iAJUxa8KwLHjjfo+BFJE9TtXax1sH2igMlSDk4uYzSoPH5sPfz3nc8taT8fSlBiTKiTNasqWsgNOkYwO0F7KZApA56cNGxYo2Hw0W8ewjt//y6jIN/1fHR7NPx9S/ksCMwGv47nC20IdbIc/r7IjUZ3rCgJEzDzpweAv7n/yCYmB3O3iui3LgT2gKrnXLpYDu6PyrOf9ctUAx7grZTSV1JKb97sC/F+11Iw0JRSqQa8aCGdaiSSnTkqhslqLVcsYQHM7RAbnV7fwjJ+vIkMD4iVs48H4JZkRLJoC8DYU+NgLfSM7mfA4+0zAZ/XXjJXwVQpP5R0Y6XZxWzFQSGXxVQpbx2AizTgttLGxXoHM2UH+WwGM5V8aMdngxNrLcyU89g7Ww7OaZ7IGdr3JZIw2Xvm/Sp+H9g57KRRG61uX7/kMinT3RmVRMs0P2ErMfIAnFJ6F4Ck8eW7AXws+PfHALxnM9tQMtAQyyZYXREYaXEPQwlKcsDn2eY6zSMPwAkh2DlZMGLA95/YQCGXwUQhh0MGmvHQViuR7DbMYgYIkik1gbQrONakqigwmOVts2Vqi47Xw/s/vx/PnKrhzmcXtZ+PElqjbeFC1mzwS+7O2CZhxo81DcBFNoSAmQTl4RdX8IufeQI//pEHtJ8dBuG9jD073DhHtTgU3Y/430q70VQDPhKYMNgdz4dPIXQPiQJ4/XPWiknE4jC1a5Ntj7N2mCUwsgBDoGW3YMD5Ijm+IJks5ay1toMMuHkS5oaIAR+iYiEvHrRtwsFc1RmqBPxqw8VMEOhtnygMJUGJ34uJot29BIClWgfbg9Lrs2VnqGTS5bqLbdUCtgXnWaoN4esenx8dSwZctCgr2uVZMW/4QR25aRtYzCROUh5HFxTxftjosZNSehIAKKUnCSE7ZB8khLwPwPsAYOfOnVhYWLC6UL1ex9LpDuotT3nsyloLmQ4Z+EyG9nDwyFEsLJwRHrd/mQ1I+598HP6JaPA93WDB0b4nnkJ5+VnhsUdPtNFzfSwsLKBer4fXdjIUzx18EQsLcn/vo4tNXDebxcLCAop+B88eOaW9N/c908YlZYDAx74Dx7GwsKz8/DMHXGQJcM/dd4WvZamHpdV15bUOHemA0N7AZ3rdDo6eOImFhVXpsasbTUyh2Xfs8aMuKAVu//pCWBhGhOOnW/A8oF5n125utHGm4Vv3GRMcXo8mor+76wlMrD6n/Pxyi/WHo4cPYMF7EQDgZCkOvCjvWwDgU4puj+LksSNhfzjTZOd67MmnlNc9cMhFLgPceeed0Wun2CB1973348iknNFdb7Swtnga9XIXCwsLOBX054cfexKFxWeU3/Wv97MJ7uhKC1/46tdRdfTe2W6P4rHFHl6zM4uMxmv7yAa79weffwYLNVZVjnodAAQL37gHOyviQPmJI2zSfPjB+/BCIfrMi0fZ61+/627MFMXHLi63UMxhU/rSeQYK4KuEEArgLyilH9jMi5nsCIoKmiWPN3IgcT3sdcoDrxsnYXZVAXhOyeJzyDTgJSdnUVBosMJytZC30k/XO15YLIWjUsgZ54CEbhcCBtwmUOJs9VylgLnKcAH4SsPFpYH8ZFvVGYIB75deTAT3gVJqXBdgqd7Btgl2P2crjlVVUo6VhovZioPtEywAX7RYSKgkKOayou5ZM+D1todt1ahf2faJpDkAR8UxcxnaaoxrAG6MYID/AADcfPPNdH5+3ur4hYUFXHPlLtz24gHceuut0gcm/9AC9uyawvz8q/pen7j3dmzbsQ3z868Qt+/ZM8CDD+KWm1+NV++NpOwn11vAN+7AlS+9BvO37BUe+7FDD8DNu5iffxMWFhbAv9vkPV/DzPbt8mtSitrXvowbX7oX8/Mvw98eexjPn6ljfv5W5b34n4/ciesuqyCXyWD/yQ3o7uXCxlOonDzW97m/ePzLWENBeeznTu/DZHNl4DMz++7C1GwZ8/PynevcfXfgst1zfd/9QPYgPv3807jlDW/qG9CT+MP938S0k0W12sb8/Dw+e3ofFl9c1X5PADi13sY//fN78P533YC3B84yKvzdg0cBPI4dEwW082XMz79B+fkDZ2rAnXfhVS+/AfOvuBQAULrri5ie2zHQ5+JouT3gK1/GtVdfhflbrwIAnNloA3fdjpe89BrMv/Zy6bELG0+hlPj96LNngH0P4sZX9vfXJLpf+xJe+pK9qJZPY35+nl3zG7fj8quuVl4TAD544D4AbHF3yTWvwM2B+4AK/+KjD+KOZ87g93/glXjPq3YrP/vwiyvAPffiW151E+avZWv3B099DUAHN736Zrxs16TwuBfuPgTs34+3vuXNffrY5YePAU89htd8y+uwd24wAAOA337sG9g1XcT8/Ldov8sFjjdSSk8EpMlthJBngl3OEHHSZO9e8dhnisjFRD658uBYtDUdHm8QvLakCZBmAThzUZFpwLNodnvaoC3p7hM/3oTFZ+cQVQu0k+PV214odeCoGOrYgZgMRqABt5Kg1NuYKefh5DKYKTt4cdk+CXO16eKGS9mYMFN28PwZc2mc6/noeH6f9V05SCZlCy6zEGu91cWuqRJrQ8XBc6ft5XkrTRdX76iimM9iopizWkhEDPjggsgmCXNSoAG3qVCalIrZ6tBlu0zlQlYr2x0FxnXP9DQhZBcABP+XU4DnAMV8Fj410HgKtph1lQNFRWfY39xtQi1BSXpeA/qy3w23B9fzMResJKfLTliUR4WT623smiphz2wJx1dbyqQzQDyhFDJmfstJnS3A5TwGSZgDch5z3XJ8e4o5D5g92F94/ASOrbbwL//KLK/s+TM1FHIZvPGl24wSgyKWrl/OY1y9sU+Cok/wBVh/FyUcAup7KXIZCQuiGGxBv3CmgZsDu62Di3rPXUopHjzEVGpff1Y/FETJwXENOPu/WgOuk4spJCg9f6BfXoyglJ4I/n8GwGcA3CL4zAcopTdTSm/evn37WV0vsiE8Owbc3IZQJkExTcKUM+CUqpOfQy27QErDJChmFn5cJhI/T9lSjlfrDMoN2ELEkIUXao7tGfClmhtKLmYrDlYstdOUUiwHzDFgb3vHv0dVmLxoHvDF5Ruz5eGZ/Jnge2yvFoZiwPv7hHltB9fz4fb8AVmSLQPecnt9OzM2LDyfl5J5cwDLU3M9H56hm8pWYVxnjM8BeG/w7/cC+OxmXowHEm1XFYCLNZ66Ih1hKfohkjBbAhcU3l7VhLEWDELTJfYwzpTzWGu6ysG51u6i3vGwa6qIXZNFuD1fmwjSFGypmvoti++lQRJmdzBoNHGjAQa3gG0mjDufi3TcJkWNTq63cel0CXtnyzi10dZ+L96O+ASfz9hUbxz0AddZa8osHQH1veRtEiVh6ragGx0PpzbaeMs12+FkM0aJmMdWW6GX7KNH1rSf5wFXfIHgBEmYqr55Notl1qcv7iRMQkiFEDLB/w3g2wA8qT7q7JDNEBRyGeV4KJJccNj418skJBUnh47B5K6WoOilMO2uD0ohXASUHD2JxMGvUXb6g18bC9FkPg07B3MLcjW5J6wNg89oVLjFPABeb3UxHei3ZysOVhvqeU7UDtfzMV0eLgCP3FziumXzwJVjox0lH85UHLS6PeOkWoAFn2tNF3MVTrrlwzjABHx8nRAw4Cb5DaJ8MHaOvJUNYZIBt7PjHZyXOPjComlxT7cCIw/ACSGfBHAvgGsJIccIIT8J4LcAvIMQ8jyAdwR/bxr4iknJjgl8wAG9dV6U2DWYTMnPKwOzlxNnvKsmDM528wzi6XIenk+VWzAng22iXdMlzAWMgi4RJLlaBc4uCdPEb7nTEwWNFt7VicRB00pfh5YaYaLOM6dq2s+fWm/jkskiLpstg1K9D3s0Kca9q/Wsvoi15XZ4+uIxg6ytUYEowWDLi3LomMST62w34PK5MvbMlnDUQHf61IkNAMCbXroNJ9Za2t9LWKE1+KcuWc8RufMY+v2nSZjYCeBuQshjAB4A8I+U0i9v9kXLjrrIRkvBgJtKUJIuRcnrm5xDl4TJPyM/fnCM4OCBrBmTP3g/mIuKGUPo9Xy0ur0+uQJgJxdouh5K+WxfjQvOIttIBTZiuuPZigPPp1Z+5tz5hQfxk6U8XM83d5Tp9JdfB+xrIrDrRTIWHojbSHHWW134lElogOGZ/DgDXspnkSGGv2d3cEcDCJIfXU+7mw6wRUS76w9dYbkpGPc5bF26tgojnzEopT9EKd1FKc1TSvdQSj9EKV2mlL6NUnp18P+kS8o5RSmwSNBZlInY6IKmdDdnJJKBTi7L3EzUrJpkO6WQU67keADOH0a+ulcxt9wl5ZLJYihd0WWDNzpenwUhYOi3rFrMaLZgXVHQaOpdndBP8gnIZPI9sdbCt11/CQDg2VMbys8DXM5TxK4pltyjc6GReqoPUVU0kyFwsibFYwY91cMAXBFs8skpKY8qO3oW7UygS9w+UcCOiQLOGHjV8uSwN129DZ5PwyBehoaA4XOMbAjFOzPhAk/j93+xS1AopQcppa8I/ruBUvo/t+K6WkleRx64OlkzVykRaxxev6APnoHAOUjg0BA/r4mU5mwWAew8g5r4qOqhRQCfIF9s5AKs6FiSlMrCyWasAs9aO9IdzxjMc6LjgSj5kOd+mAavIj/zisFv2X+O/qJEE0NIcfhu9WwlmvNtXW1K+aiMPAAQQowrrMr65kSghzeq6NwdXBjyf5u0ISKGxJUwgfEoFBfHxT1jBNCxB75PhXpZINAtq7y8Jdva/DUVq9bu9sLgMo5yPqtMOlprBRIUzoAbDCrc+H9b1Qk1dbpiAMliLICp37JYWqPzAZcVSjHRgFNKBzKkw4lT83CfWGvBp8BrrpiBk8vghCappOdTnN5o45KpaDGju5eiCd7IU10gQQH4boKJtaa4Qqsyr4Gz7oljy05WyzDwxKAdEwXsnCyGAbkKJ9baKOWzYaLU0RV1AC60x+Q2hLpFtmRhyN+XHiuQRqXYGugSEFWBKyEkGE/Vi1WT4FfF0onGn75zGAQI/D2RFWLJgEGPzsMW3vEFY1jgzdANRtQOm9LlMj181bI6cZwBnxiikA93Y+Hn4AG4Sc4UIHYPKYf+2cMVJYqkOPbfY7IULSRMvwNvQ7UoClwNC0R1BiVFQDxJ2mBhKEiWzmRIYNFpzsKf7Q7RViKdMaCXoMgKdPDXhmHA2bHqpMO2IMAFzCUo0zFNGQClppuz3dzOCWAVwlQQshg82U2z1S9fkOjv5WDioEGAFHgB921vOWasD5dJ7J0tY9dUMZTryLDScOH5lAXglULwmm43YXCCdzLEKCkVQF8lTIDr6fWe6gMMuEESJm9TcnemYsCAL4YMeBE7Jpg/vU6zeWqjhV3TRVw2w1wXdGWaRcESXxgqPfslQXSoqVf5gKdJmCMDk6DoNeCiwBUIKiF3DRlwwTlM2GvR+NN3DoMAQTRGcNgEGM2ONyAdNFlEcIhyQAB7CYosKdY0SKKUMgY8CDqHcVFJurFw0sqYARdIUPi/TeUOXAbDHbzC72FVQZJ/j0hKU2t7RvJKgP8eYu202YJK/IzZVZqV76wYMeiCvIL4OQA7Xf5WwHjGIISUCSG/TAj5YPD31YSQ7968pm0dShoGVeaOwF9TJb6ElTAFZap1SYftrliCUtIG4CzQnkow4KuKFfFKw0UuQzBZymG67CBD9BrwZscb2FINt/q1AbhkMaNhGdnnhtctJzXggP6hTLK2pzQSiOVGtJiZKedBCLS+riIG3EwDLmHANQWi+LGDDDi/l+qFISBmO3QD7WKtAyeXwWQxh52TRXQ8X6vZPLHG5Dzc31YnjWoGDF8+9sw5RgtD8c4Mf3Zlz7nX89Hz6dglYV7IY3YcJUe9I9hUBK78eG0pe0FxJw6TIEM0/sRhEiAki3XFYWOn2HB7A8GvTbKbLNCxqZwoY8B15FLyHD2fRkFn8H8rBrwtZsBNA/C6IAnTZjEDnGsGvH/ON91NYL/H2RWZAgYXmDbSKJF00KYNskTQeDs2s/L1MLChbD4CoAPg9cHfxwD8+jlv0Qig2yYR6Ww5dDKSjtdDNkP6tFXhsYqkQ0op2p5EgqKxz1trdlHKZ8OAgGvA1xUM+HLdxVzVASEE2QzBjEE1LqELislWf1fuKKNjGdnnBuUWgDpobApYm7KhBjyU50wUsGuqiFMaPfdKPdLj5bKZ4F7qg8Z8lvSxqE5W3zaVdd4wDLhJwqGUATfwEl4MKr4RQsKA+ozmfrKE1hLKThbFfEa7M9MSlCMOA/BhJCgaDbhsZ2YMcMGO2XFUNBrwpiJwBcyqSIbss6KapmpMbgr0rX1tMAhUogDl7AIMkRQmdDGy0PsmnzE7BnxwEQAEv4VpAmQi+I1cO4ZgjgMWnZ/LNHAN3UNEFT1tixKVhpfSnK2WneUnDI5fxhIUSaJzyUIPL5N5GUtQFItc28TYrYLNjHEVpfS3AXQBgFLaAmBW5mnMUdJJUCQ6W4BJS1S2S6Igh0OVdOj2mOVUQciA59Du+tLM4vi2HBA9jCoGnHmhFvqO0W3lNYUuKOz/wyW0GjrKJFnb0CZOxUBxfdmgVk/3cC/VO3CyGUwUcrhkqohT62rZBF+4cP33XMUx0ID3BhilfJCEqbpW2DdFEhSdD7ggcTCTYYsAEwY8KXspGxTiWGm64X2ZDaVR8n5JKcVKw8W2CbY4nKsUjO5lchDOEL1dnUwaFbrKSBhwfp/HUIJywY7ZcZS0GnAPxTxLthSBOYBoEii7YnaOH8+uox9/ijIG3NEz0LJtfgDhTqSpC0pSSmOThClzY7FJmGt0BhfJAPstdTa2HKF0IyFBsWGOawn5h43rBr9WLrDC5DCRJPW3QcKAD8HkTw6pZWeLsrPQgEv6hJU0SrJQrhh6icukUfF2nM8MuEsIKYGVGgYh5CowduW8h14Drpag6LTHomCTHSuXoMhYRkC/rVPr9JeEdXIZVAs55cO43OiE2m8AmCjlw5W5CF7g95p0QSmY+C3LmMYsW8zIAs6ORM5jIpsIGazY/TTNVl+qu9gW7A5srxbQ7amtrpZDPX0UaOqCxkbHG5hYCxmAUr22HRhcHBaNkjDF3tVFzU5EO9SdJydgPZO42uyGk0PoWqDYmWm4Pbg9H7PBZ7dVHSzpdmYk29ulwHZSBunOTOiNbp8jMmJcsGN2HDobwoYkuIiOVzPoQNy6T8Cu2TiYCMZzIJ5EqfgeijZEDLqp/jrBMloEnpEERRzE65LaWTvFVUXLTi5MptMhmUDJr29jQ1hre3CymfC5t/G+BqLFfty61MllkM8S4wB6I+GCMpyWvYtskLAI2LPo0qRYiyJTgFyCYpLcy/tNMoCuGi4CeL8UxUwVi765lbAJwH8FwJcBXEYI+QSA2wH8l01p1RYjshnTTbBi546zYsAlx8pYRkDPuNQERRJYVrQ8cFlrdkNGEmBJKRuKbTiRpAMw9VuWBTrsYJnW1pVIgfi5XE1RI6B/gDDV6i3VO6E3OpfzqO7lSsMFIegr7qC6l4CsqJFB4qBMgqKxdATEDDjA3WjUFVqBQRvCkkEgs950w/vCE55U95JbivFE4rlqwSA5WJzgpStgxRbLgl0ujQY8zPMYPwb8gh2z49AF0M2O3H8bMNOAh/prURJmQR9kqLbH46+b+ICrNK46NxcgYMBlGnBDB5P4NcM2hE4uphpwiQTFkjnmCZQFy8AXYEH8RDEXBtA23teAvDpqpZAzDvY22h4IAaoO/x7MjtHue3h938M2iJcWmSrYyT8GJSjmGnDZOexZePku1biVo5fTAglQSm8jhDwC4HVg25g/Qyld2rSWbSF01muR7Zp4ch6WAS/m5YyczGsZ0G/rbMS8UTlmKnmsKRjttaYbBkQAW42fULhNyBIedH7LPZ+i2xMnrIWBjoQhlyYchqXC9dUbi/ks+F2IrLc0GvBGJ1bumN2jlYaLy+cqks+7mCk74Zb3RNFAziMYyONynmnJcVJrxlxWWwlN7Uaj0oCLF4cVA63eWqsbFjSKFjPyfsnZ8ZkYA/7UiXXlNaQMuOJ5A9T3A5BrwFU7ZKPEhTxmx8GdMyilA0WUALnemKOksXUFYvrrs0zClLmg5LMZONnM0Fr2Yl6/CIjOM1jO3iZxUEq+5LLGATAb786NBIUz4IQQxtjaVF5M7DzaeF8DYuIE4I5Qht+j1UW1kBsoSmQrpZmM7XpXLfT4gLxIlGm16JbLFhGDskS73ARgMM+iWsiaJYIqJCiFHJOgjZsNoTYAJ4S8OvHSyeD/ewkheymlj5z7Zm0tdC4anZDxE0/OPZ/C6/nCREsdA849u5NQSVDCwFGyVVdvd7FnutT32nTJkW71+z5lJX1LsQC8mFdu5cksg3QacBmLHX+t4/mYEBzLA50k0xhqdA3046V8FrXgtWhVrB6kVhtdXLODtchENrHadMMgE2AaRZWch7VBxYAbOMPkk5OhYRKmpPCMmgEXL0h5ZVHfp32TCUcv0c8qDpuwde48QLTwmSk7Wl1jq9vr283hKGm0vrKdGUJYYSMZA67aIRsFLoYxO46yk4UX1moYHC8b7qDtXvJ4YxcUwXmKuSwIUW9v6xJBAQM3F7cn1bLzscOkgiMbaxIso2MuvWgrFhMmzC+lFE2pBMU8CTOZQAmwYNyGORYFntWieQAuqgYNmCcOAryYUH9VUVPpR/wcfcWALJMOZUWiKk4Obs9Ht+f3uUol0XB7KOezAwtgLlE19acHxLkFJvey7fZAiHgc5n7/45aEacKA/27w/yKAmwE8Bsam3ATgfgBv2pymbR3yQTU0WUGdyAVFnIQJsO1pUQDOKuSJB/9CXi4TCK3enMFz6oouJB9GgG33yxjtWseDT4GpckyCogka+QMhsyEcxtIxzoCL4EoCnaiqqIq15Qua6Fi+Ktb5tW60uqGlIw/sVhrye7PeinTOAFvM1DrMk1WWCNZye6ErSNi+bPSeDLL7qQui2bHDVSSVJmEGg37bG5zgAcbSUBox34QQTJcdtQQlwYBPlvLoBKWiRYtTgD0Xe2bEDLhSGiWp0Aqo70ln/CQoF/yYHQeXMrRccU6DqgQ8O169M8LO4SEbVJhNIpMhKOXVXuSqMvIcFZ2feUcsrQLYHJbLEDOmsTOoAecFT0xkE6HeV7QboLkPABuLKRVXLLSRoITuIQnm10Y7LSomZyp5AMTVoMNzWDD5yfna9ns0ErI7m0ROSqlUghJnsKdK8vFNKikKpVFm/YqQwV3/SiGHVrennD/DNggWAeF3KegLxW01tDMGpfStlNK3AngRwKsppTdTSl8D4FUADmx2A7cKRYXzgy4JE1BvT8uYMZXvtUqCoivaIAvAZazteqJwD8AGNR7oiCDLONYFjcqiRhopibogkmnQGB1LCNEmcHk9H7WOFyUOVvQa8PVWNwwygSi5RrWl2BBY5/H4ViebyBAglxiY2P2QH0cplRaP0UtQfBAymAyr224MC0TFdgemNRXb+EKHL3wmDbSNIn96wCAJUyEXc3IZuD3donI8kjAvljGbo6LpdzKdLodJ8ZdGZzDZrv8cah16RKhoFgIaCYrueF3w6vuMfZYVFDLSgHdZ4qKIcCoXctp7Gbm5iCUorucbFZBJJlACnL02tyEUyZNMXTcAcQDPzmHDgHfDOYJjmO8Rb0chxxZkJjIWN6hjINvRYOfXOaKJJUVOzm5hWMpnB3ZPTfMTZHIgDpNCcVsNG8rmOkrpE/wPSumTAF55zls0IhTz8u1p1RYzZ7dVCVoyZkwV6LQVrLvKs7Xb89Hq9vpcUAAmQVlvdYXWhVwG08fahkb+4g4rk6DogkZZMR0AcLLBvZQG4GIJCj+fqQY8Dt3ky7c5+b2ZKOSQy5BQGiHCWjPJgPPsfEVSa2dwS9akemO7y1i/ZGBQyGfCPiSCyrtaZ2HY7vaCbff+a4ZWTxKWgecgxAPwmbJcGgWwJMwM6a/wBmjuZXewQisQ5FwMkRwMaCxDFbKqEeOCHrM5dDuCMseN8Ph8IGFRjR8aFl1Xm0GXhAnoK/7Jkos5Soo5jKPt9UCp2EmlWsgaF+KRLQQqGkID0DDoFkl7nDmOj0MTlsyxaFFTtQiepdppQ9kEwBIokzlbE5YSlGRVakKIMZOvqiAZ5QboJVqqQldGSZhd8c6pqb+8ql+G7RgzDbjNjPE0IeQvCSHzhJBbg+pqT29Ww7YaLABX+/yKgmE9Ay5O7OLHDuOCosos5itekQuKT4G6YHAUMZO6oLEpkaBkCEExL/dbjhJaFbsJkkWJTILCXtNXFQVEiYPqrUJeyIAH1Fw2oQoaByQoJkGjwCot1NNrnTtkQbT6OPY5mR+74l56PYk7jzo3oZZImgJYn9MlYc6UnZAV4YG4Sh6lSsJUa8DlEhRHUfFWZo85Brigx2wOXSEcke91HHEJiwzJLf7BNqjZZ/6eaEczbIdGfiGqu2DTBiBeUEjCgBtKUORuLjntNn9E3oglKOwz+nZstGTMsU3gOsjcVg0TDwG+MJO4oJi6uSRsgwH7JEyRhtu2iqVYgmLmL69aoJrsMAHyxFxTb/aW2xPKgcLznOcM+E8AeArAzwD4jwD2B69dECjkMgoNuEK3HGrA5UGjNABXBAQiyQSHaqufDz5JCUpYGUsQ7IiYyTBolAQ6qofWbDdBoafXSlDEQaOKwZJJepguTP5QcqlJ/N7MVvJSBrznU9Ta3oAGHGBMhwiUUuGkpnOUAdjCTzSp63YEVNZ5umPbXV/MlhTk/RIYLDgBBAG4JBEZCALwSn9uAiD3+u0FTKZoIFYFKJRS9bOq2BXg90q0KBkxLugxm0MnfRL5XguPV/hP69g1FnApju+yRasoOdn0HCoNOMAWEiZadkDGgJsFKKp7oZP0AZGUQOzVH+SRGNgp1gRuX7YuKKJx10aC0pBIL2ySMOsC2+BhNOCihYSJjEXm4Q1E/cTkNxUtqAAzn312DnEQb+rN3pTIgcJ2GFRq3mrY2BC2Afxe8N8Fh0Jezhi2FbIJ/ppKP65M7AoKzyS384cNwJPWTByTsdK0lyWO4SXqp0pxH3DO2kokKFwDLnEFGLaoEaBPwhwqaPR6cHKDE6BO95hkwAEumxAPbBuCxcyEZjfB7fnwfDowgPH8W61zhyDwKwbb6jJ3HuViRpGbwNsj7JcaCYpod4bfS5mF3ErDDYvwAHoGXJXsZrQwlBXNUuwKhP0yOx4acI4LfczmiDywB38f36fSBDGT4zlMGHBV0CarNBiHTsPddHthPQLh8YqdR46QARd5JRey2oJhrB3ioJOdQ68B5++L7qfJYoiDSVD657mJIOHdFCIG28aBRLYbYLqYCc+RtN4r5qy+h+gcFQtJESDrE2Ya8Jbbw3ZJ3ywaJta23J4wiDeXoHhCYig8j5PDsVW5tfIoYByAE0IOIaioFgel9Mpz2qIRoZg3ScJUu6CIIEt0Y+fLgFKg26NwcskAXG59qMosThYn4OABoShw4RKAeJA5xZlGSaDTCgMdcbKb7F6qFjNOKEEZJglTHTQypnjwmhUniyXFpCMKwGcrDg6cqRt/fkq3mxBOivYacJ13tcydR7WYKebVCZztrrhgjU4KIFocTpcduJ4fZOEP9qXVRhdXbCuHf+vkPFHBFHGSr0wXr6tmqbYhlMuqRokLfczmUJX+5ruaOg247HiOltvrS6webEMWZzbkBaK4Q4MKFUft0sASBlVMvppBZ+eQJ0BWCjkcWWkqjweCoi2SrX4bDfjZlgxvdDzsnCj2vTZRzMH1fCXxxcF2HgcXE1w7LSMFOMLdNuFCIod219c6d3g9Hx3PH1iMTBTMv4esKnXFkEVXkRYhA64J5NUMeNaoQmvDHdwJYG0wszJsdXvYOZGXvl8ydPnZShgH4GB2VhxFAN8PYPbcNmd0KObU7BghQD47+CDxh0OVoCX3AQ+ODdjZOFQMuKOwnIq2+fs7Ig8CRcV41lpdVJxsXxsiBlwc6PAHUjSpFBSlzFVFjaL7IdPis2PFv4Nat9xyJaytk0PTlU86G4L7qdKArwkCcOPdhKQLCteAD6Fbju/MiOIG92wWMzINeEGdQFUTMOBRNcyucCJbabp4VXk6/Fsn55F5yQKsr3KHheSkqCumo7IMVeUmjBgX9JjNofLzV2meOUyq9TXcHnYLrC2jNqgZT10SJz+HOpHTU36PYj6LZUVyOBB/PgbPUzXUgKsWI2YacJUEhb1mUoyHafsHZRf8PV3g2vF8+HSwHdVCDp5P0fF8qdVp/HsodcvuoMd33zkkY7/N95CdY6KYw6n1tvLY+PGi7xqRffpdDZUsyWRHoeX2sGNikEWPkqz1C7viWdh8jgLGMwaldDn233FK6e8D+NbNa9rWophXacAZyyhaDUesreJYxbY2/0wSqkI8hBDpdiVPdKvKNOASBjw5oEYacHGnb3V7oY92EsV8Vs40GjHgknvZU/8OSucOTzxA6BJE6gLd8mwlH8omklgXSFD4byFnwMW7CVyCoiovLXPu4Asceb8MHGUEi0PVAgqIXFCS0Glx64H/cLzP8IJFogUNpRSrDbevbxbzrNy0NDmYT+4Chq6ouCeqfgnoGPCx8wEHcOGP2RwqCYlK85w8XseAi/pU/Bw6C0F9AK52i2gInJIG26AJUjpqC0CzioVyNp9rwEVjY/x4QCNBMZEsCGznQr2wEfMbBK55WfBr6OaiSF7ULUZk8o+KxfeQ7fqZVvRsK0gL/huZ7GqIqsQCvNKsiQZcLNOqaHKLOFqKNgBsEW6S3LuVsJGgxKurZcDYlYlz3qL+a74TwB8AyAL4S0rpb23WtdQuKGodN6DWLasqYQKSANzrwcmKA1xAPuBrkzAFQeB6y+1jbHnbnGxGGejItpyK+YyUwVBrjzVJmF21o4xqu00VNKoqr9U7XWSDQhscM2UHPZ9iI5FsCURJm/HXsxmitMfiq/LkpMgLf+iSMFWOMrI+rdTT5/VJmNuqgskzr564agLN5rSiHH3D7cHzaVgFE2CLz8liXtiPgfiEJspNkO8KqIptAZokzO54uqCMYsweBVQSlIZE3hUHD6xVwWtDUL69vw1q6YUuiZOfo9ujQuta36dSmRZHKa+3e2togt+m29NKL5QuKIUsfAolexwWcVNJUEwqegqSUqsGlq8cTYmMMgx+O55Sc692DzFjbRuSBZFNJUtZO0yTSZXfwyD45XkWst0ZE3cegC1WVE4sWg241gdc/nyNCjYSlN+N/dsDcAjAPzu3zYlACMkC+BMA7wBwDMCDhJDPUUr3b8b1WOVANQMugiqIDo+VMeChfEWgXeyKk+s4ZFueIqcJ9nlW9lvOgPcHRoQQZTXMZkfOghTzWalLiFqCor+X0qqiBjaEYktH9ZYpz1CPT0hhOfrG4MJlI5SgDO4oDMfaqtnojucPWHEBUd8aylEmp07gbEmSMHXblbICUYBsZyZwoBHdyyHceVRSA50ERWVD6PZ6yGaI8F6NGFs6Zo8KxXyGlYIXjIdce6orxMM+q2awlQ4LGs1vqztY6TaJuB1iMkCQFT7rP14f6KhkE2Uny3TNPbkdJ2+L3Ac8WgzJAnDVItlUgsK108nfdcKiAqSMOa4Gf+vOIQvg2WtmrK3ME13nbR+HrCp11VDLzhc7ot+Uy11VwS9XDsh9wM1cUJqSJEyTJGl+vCrZWvV8jQo2AfhPUkoPxl8ghLzkHLcnjlsAHODXJIR8CsC7way0zjnUSZj6IFoU6PR8ip5Ppe4IRY0ERaU/k23rbLS7cHKZgQGUEIIpSdXBtVYX1+ysDrw+WczLdcsKFkTlt6wuaqTfTVBqdDWFeERBf8XJwu356PZ85AUBVK0zmBgyU1Ho6QUJrQBbEOmSMGXbwloXlE1wlAHkCZwyFxQnx+QhMvaq3vEGpFE8uBb2S34vE4vDyWJO2S8B8aTI2yy6n6p+yV+XJaaqdmZGjK0es0cCQojUQ7uheLY4dMFSN0hy07mgAGycESWSNV0PJac88Hocccu3ZJ/nZItOy64rxBPdD3HiIMACFFUArnRBCZP2vLB67UAbXLa7KxpvdYncYRu64t/VVLPM2xFvM0clpr9WQbWQCO+l1hZS/Hvoql33tUNyL6rFHHwa2MYqFm4qQwVeLVoVQId9StEndP2yF+zwiEi9fJbtxqv02zwhVu2CIn++RgWbWePvDV87V9gN4Gjs72PBa5uCgjIJUyxfANQ6bl2FPFXSYacrTnTjkD0UIm9UDhlzuNZ0BxhbQBM0SsoZA4ZFjSTMK6BiwOW7AoWc2ge8o2FtpbplAWs7VZKXo19vdVHKZwcCW7aYkSS0qhxlNNvKst0ZfW4CZ3wFUg2ulVY42cj6ZikvzzTfaHsCCQpfzIjvJTC4mFEz4HKGj39XYQAe9kvxc65mwMc2AN/qMXtkkHkNq1hKjqImaDOpYqmza9PpUwH1WNTUBDkAC9q6PYqupJ/y9mWIePw1YW19nwYBndzzWXeOlutJCwqZSlD4/UgGlibXD88h2Xk0tb1TJnzHFiLqc4jHK9OFSPwasoVETeMFrqpMytui9LgPtfAqCYo6L0C2iAjPUVBXmjXZIYqe0fFJxNQy4ISQ6wDcAGCKEPJ9sbcmwTLrNwuiPZOBX5AQ8j4A7wOAnTt3YmFhweoi9XodCwsLOHPSRavjCY8/fqoNt0OF79Vd1qSnnnkWC62DwveOHDqIBXp04Ninl1lHuP/Bh7H2Qn/HOXKijZ7rh9fk7eRo19tY8Qbb9MKLbWR9X9hW4rZw+ESr7z2e6FZbOomFheW+z3dbLRyvQ3iuk2dayGUG36vX61hZ7GCj0RMe9/QLLNC6/567kUts1frBA/rcgRewgMH7dfxUG922+HdYOtNBvSn+/QBgea2JXDeDhYWFvnt57CgbnO648xuYKQ5OSkdPtdDz+7/nyTqb4O55+HHgZP8j9OyhDkrZwfvvNtpYkbR9X9CGxx5+AMdKURvq9Tq8TgZHT3Sk32uj3sLKkjvw/rMrrG898PCjqB8eHJT2nWCD2b5HHsKZ5/q/9+GgPQvfuFt4TxrtDpZOn8TCwspAv8zSHg4eOY6FhaWB406vNFGYyAy0NZcBnnz2IBZwrO/1B0+xNj7/1GNoH4na0am1caom7uP7jrC273vofhwu9t/LQ4tPAgDuuf8hLCYcLR5fZNd66ol96BwdvF+LpzpotMX96/DRDmhP3N9HgRGO2VuatxOHLAExYucU7LXG+k7lk8zBA+NmpydU2Tc1+tR4G0WBhmqRzhEP4KdK4gUhS+TMCSUJJm4TOrlBOeb+IUNDsRjhciKdBCVKrh2UWsbfV0HGYJvKWHh/Exaw4Y5Quu8h8WU3ceaJ2iE+B5fSNCR9Mn68IzFUANhvqmKfm1056QGw76LLC4iccSRBvLZKLDte54IS/+w4wESCci2A7wYwDeBdsddrAP7VJrSJ4xjQVzNmD4ATyQ9RSj8A4AMAcPPNN9P5+XmriywsLGB+fh77vOfwxUPP481vuXWgI/7lgfuR6/YwP/+GgeObrgfc8RXsveJKzN96Vd97ZzbawB234/rrrsH86y4fOHbixRXgwXvxshtvwluu2d733scOPYC5nIv5+Tf1tZPjk0cfwqGlBubnbx04bkc2Oi753lK9/71au4veV76Km667CvNv6W//p44+HFzjLQPn+u3HvoFdU0XMz39L3+sLCwt4yd7teGTpGES/xcPusyAHDuBtb50XTgK5276IXXv2Yn7+uoH3PnLwAfiFLubn3zjw3t31/bj/1BHhNQEg++DXsWfXNObnX9V3L9f3HcdHn9qHV7zmFly5fVCG83+evBs7Kw7m528JX1tpuPiFu2/DpZdfhfk39u/of+LIQ9jRaw7cs8+d3oelwyvC9r1w9yHgqf14+61v7tsaW1hYwLaZPCrFHObnXyv8Xrjrq7jisksxP39j38tTR1aBB+7By254Oeav2zFw2OJDR4HHH8eb3/A6XDbbvzW++ugx4KnH8OpveS0un6sMHOvd9kVcdcXlmJ+/bqBfzjy8gMm5SczPv3rgOP+bX8OVl+3A/PxNfa/PfvNrmNw2+PqJ+48A+57AO97yBlwyFcWNX1l5Agf3nxbey+fvOgjsfxpvm39zH9u+sLCAW65/OfDwfbj+5a/AG1+6re+4zlOngIcfxutvuRk3XDo1cN77Ws9g4dgh4TX/4dSjmGyuSfveCDCSMXur83biKEssxlT6Vo5csMUtm+B5MHk2MhadRZruHCq5A0eon+72BnaNonbI2WcT9li3G1CJyVhkaCkS9lRyIpN22ASukfxDzBzrNeCKhNa8Gdsq27GzcYOR3YtqgfUBEzcXdfJiTumfrUt0LsXkNNIAXCdj0TiY8Mqpql2maFfiPGLAKaWfBfBZQsjrKaX3bkGbOB4EcHWgWTwO4AcB/PBmXSxuUZZcScp0tkDkfCCSP+h1pXLJhWqbH5BvuYoS3TimSnkcWOwvIMN1tiJf12oxF9oaJtHSSFBUZbtlVoJAsNWvkqAokuSUGnBXLCPSFX6otz3sTQSoXOIjqoa53uoKJ79qUe6x21S4AhQV/tOAnFWIe8zLjmOfk0uBRDKink/R7VGlDZlssJb1zemyLDfBDd+PY7KUUyS0nq0GXCI1CyQoooSmcZOgjHDM3tK8nThKElcomcuE+Hi5fASQb9EDaslAWLBFYWMIqGUsMqek/jbog7aG25PuBlQMjuf3QhZIxTXgMqg05EAgY9Nq2fnvmpCPWEhQZNIJUwmKScK3iXd1/JocdgG4eP7gfUVXjEdlIcjbomLAdTtEUXXTHmYUbdCdQxU461h4QL3DNCqYSFD+C6X0twH8MCHkh5LvU0r/w2Y0jFLqEUJ+CsBXwLYzP0wpfWozrgXoLcpEiTUAY0+yGSLWcWv8gQsKnW7bEyfzcMhsCGttr69yYBxTpTzWE4EO91+eEQXgBXk53KbrKX0/3Z6k4InC0hFQl5R3PV9qfahz7mhLNPUVjS6s1hkMGnPZDCaLObGlY7OLy+cG7381sCEUBXDNbg/5LJFUpZQ7ylBKmVuOxEoQkOvpTZIwhf0yLNog7tPlvHhh2O2xapdJDTgQ9EvJvSzkMgOT/WQxD9fzhcmgza4n9adXuqB0uSZevsADxAueTnd8bK2A0Y3ZEOftSLZuzi0qEp1qo8M0z7oqlKpEM1mwlzwegJiFV+QliM4h1oAbSFAMEveaHYX+2iCBUceAmy4CVL9HyckaSFDE7YgccUySMIN7mmiLuYOJXoKiO4dMAx7fzdBBxsSb+pm3Fa42vG2LdXmVV9l34IjcR9SLMtU5dD774cJQFYAb/iZbCRMJytPB/x/azIaIQCn9IoAvbsW1lOxYV23LJCvSoUp0i78uYhqZ17L6oZAV4hEFOQALdGodD75PkQkClIgBHzxmssh8RIVBY0f+0EbuLqLdBDVbqGbAfcxW1EWNpM4dni98OMNtKcngwG0Ik5iWVMNcbw1aOgKMAZdVV2t2xAUIAHWFVs+n8KnEUSart3QE5JUwZceqKrQCTC8oWjDwSUB0L6dKDo6vtQZeF9ljApHFZq3tDbRDVXGwqHjeTFxQANa/BgJwTZ8eAUY1Zlvn7ezdu/ecXLjkZLEkCBLqgVe0yoaNHy9jXU1kLGVFkBExrYYBuIDpU/l3c4SBjqLst6zYCbu+3ntaFyiZ+Fe3XLUlo4lvtEwTzyUsuoJEgLyQTj6bgZPLGBWfEbUBiMYak+IxoqRYXgPEhK2VJVGaeok3FX0CCOQfK/Jq0Tp5lC7HgrVRvcNTcXI4tSGv6hm2YchdqlHBRILy+eD/H9v85owOqgC8rXDfAHiZ6sHjdCWqC3k50yhz7eAoOTm0ur2+YBpgQYmMOZ8qO6CUfWYqUYFwRhI0Usoejvg5KaVodnvSh6UYY2KEAbjqXuayyoqDuoJIHcEOhh9sAYskKCrNohewtlxLF4dKNiGSoPBFkShoZNvC8sWMyh4TkATRZ8OA56N7mQSvcCplwJ0sjq2Kd2aAQX96gN3L/SfWB16X30segHcHJvJGR16spOjwXS45sy8txBN3hkmkMY5TYQdgpGP2UHk75+LCsqCtIbC+lB0vdUExSeRU6EtNXFTY+/IAQcW2ckQMuMoFpYc5iT2gaUVQdi213EDFVjZcD3sVlowmEhRdERxTCUo2Q6SOMCbl12W7bZkM17LrCvGIk2IJIdrEQ46m66GYz/TFAYC5HEdV2ZSdJ6uslSGT0XCY9St5LQxA73GvqkqabMd5pQEnhHweAhaDg1L6Pee0RSMCDyiE7JjG59fJimUT2gA8pwh0ur1QFiNC3HeWd3zfp6i7chtCHsystdwwAFdqwIPAM8kCc3mJNNDh91Ioy1FLUJiWW/yAqAIdpaVjGDSKB2tAPDjwB1U0gU+XnQEbwo7XQ7vri4PGWGJPMmhUVckrqjzVw6BREEQH3vMqPX0uQ4STR1GhH9cx4KW8OGGHa7atJCit7kARHiDWLwXXaXU95b2Mf4c4tAx4NmLAB4/tCZ+fUWGEY/aW5u3EIcuJqXfkFXv7js/Lk7xMJCRhxUBB3zIPwPXnMNOAqxLmvIGk6+Txyq1+jd1bVLVQHcSr7BSNJCgKWZAsH2DgHIH2WbQ7UnFy2kBNl7xoshBg/vCS8criewgTQUMXFH0FSZEENTyPpOhfdH314tBE2qTz65dJzDiMbAgNvdm3EiYSlN/Z9FaMATjD1Rax0ZqgsZAXyyb0GnDFVr/CsgfoDxzjW02UioMcQFyOPgzAFUxjvdNFnPYLPVgVlTABuZxHlVyq8vNWJWGqCs+0wqBRVAlTPmmFQaNIglLK48XlRt9roW+1RE8PsMVMEqzMtcpTfYhESsXuCqBZzCgLRKllVZWCmL2qqxjwUh4NtzfQprVmVxgsxCUoSagmxaLSB7wHIvFHBuK7AuLgfcwkKCMZs7c6bycOmQ1hvSOurjdwfCGLVUmuhZEPOGcbhYtCcbJfEoVcBhkilqA0Ox4IgbQeBRDbedRU9JQXTDl7FxTOKOsWAerKpDmcqcnlBoDag1uWh5KEKvjl3tXqNuikG/oAuuHK+6cNky/6HibSD3787mm1drrp9qQVNcM+ofARBzT9MgygJfeioGbhdcnBQFQoTrcg2UqYSFDu5P8mhDgArgNjV56llIpHrPMQqslZ50iiY8BlgY6qWAqz7JFfU5Rwo9rmB8QB+GrTxUQhJ9RNVyWBTlOz2lQWPPH8UJ8sgsrNRBXoqAJO3g7RgkG1TccZVhEDPiOQoKxLqmDGzyFylWl25EFjIZ8R7iQAagmKyp0HYEzuUMnBXbUERbZVqJOgAKxfxncH1ltdvFwpQbELwPNZxvjLNOBKdx4FAz6GEpSRjdlbmbcTRznQcCeDhEbHC/2QdccfF0inAEMPbkWwY2IhCDDZQUXC5PPExaTMIA4j+Ycq3yRMYDQpuqIK2NSMaUvjiW5mQ+hJ5SMqPX//OeTtMAl+VTuXAFsI6PTXLYUjjMl9APhCYPAcuWwGBUMtuy6/oSfJX+LXd3IZYQzBjtcvBKIkY8XvIXi+OVqaAJ7D9J5uFYxnDULIdwF4AcAfAvhjAAcIId+xWQ3bahQluldKKdqeWo9dyGWV0gcZW5jNEOSzgw4qJtcM2YpYwk0U5IgZ8Higw7HWdDFdEX+eM7/JQEdVgCD+uji5VP29ZIsZYHgJiko2EU46glVxXZU4WHaw0e6i50c7/fy+inYT+DlErjIqJqWYy8L1fPj+oKIgSvIdvCcZSd8Kj1XIqtTJwZokzHwOrufDSwSqvBqbqG9OChaGgCIJs8D19IOLGVHeAQchBMVcRsjEtHXuPApdvCo3YZS40MfsOEpOFpQO9lkWgOsZ8JKCNW25bHdERYhkFZrfqOKivo+UJMxrw0BKowt0KKXBjqm4HSa6Y5PvogpeXc9Ht0fVAbiBBKXRkctHZLshSbDAU56QamIhqPse2mRSBflSdrLKhNr+dihYdI2URlYCPn4OQL6wUyW+A3EJiro4E6CuxskXASKYyrwqBbkd8ChgQ9v8LoC3UkrnKaW3AngrgN/bnGZtPWSyCeb9K9+aBuS6ZbfXC9+XXjc36JnNr2kqQeHgAYks6SjUgDfjDHhXqv+qhhKU/g5b59pomWwitHS0364v5MWLmehY8T1R7SaoWFvVpMNlEzIGnFL0lURfUzDgk8VIT5+E0rkjL19YhOXTJYFBQdC3OIwYcEWyos4HOMlAhfdS4igDAOuxcvTtbg+trlhbrWLAZWwQh0zSo9/lUucYjBMDHsMFPWbHIfP4rbUNNeBOVrpFrgr2kucQ2RBGEhR9AF4pyLXsIilcHLoiNG7Ph6fI3WHnUMs3dFIBgBdukQdruuM526kCK+YjH4NMEu1aXU8qx6kU9Odo6ZIXDSQoKgcSWV6DqB0qTb4Jk2/iny1j0mUadA5drQ3WBk+5w6PzqG+5nlJCyGHSt7YSNrPGGUrpgdjfBwGcOcftGRnCADwRwEXBm4oBl2jAeYCkDDgHg3eTa4pWpaEGWVIFTagBlxSOASK2Mhk06nxxlY4yBgy46F56QeLnMAmtfEKSOVyUnJzwoeRstVADnnCRAYCV4N+zApcB2WIGCDTguoTWIYrHOLlMuAgcPFbO+Ko14BoXFEkJ5g2NBhzoXxjyhc2kQs4jvJcd+b1k7c5KJChmDLg410OemzBiXNBjdhwlyQTdcM0YcJXmt9X1pEXH+s4hCbhM2TkAUhbdJJnUyQYaclmgpKk2yNuoYipNdgNKTlYerBkUTDGRCajGTO4QpkNDYaVbMmHAu7qCQjllARsAyh0J02TShiKAZvpt+ffwfcoYcI2WnbdVBJWWHjALwBuK+wDoLQQ5i69bJFcK6qqeWw2TJEyOpwghXwTwd2B6wu8HKzX8fQBAKf30JrRvyyBzQelogjf+3obAxYHrRVXsmEi+0glZRvlxonK5PGlQFlAX81k4uUyCtXVxuSQrnk9cyaqDKmkGvw4gkTDo5DyCBQmgv5eRblm0EArupyTAklVvrCskPdydYy12L7n/tSgA54OLKGhUe6qrk4MBtcuOlAFXaPGN5DyKewkMZt7XOx6c7GBRHUC8MFTJefLZDIr5jFRPrwpUmK3jcHkegHiHxR2/JEyOC3rMjkO0I0gpNZegOGxhlrR1BbhVnIGOPC/e3o6S1EwXAgINeMfTVvMkhCgZz1DLrikopAoauWWdKtDhSXvCNvAEfo1kwfXEhdzi7ZAy4Ab2fwBbTOycFPuRV4wcTOTSD8BMCsPu59kmYapZdNXvyecVtQ2huqCPToqTyRAU82LpH4dWT69dBKh3IzhKeXX/3mrYzBpFAKcB3ApgHsAigFkA7wLw3ee8ZVsMWRJmaGGnsSEUMWM6G0L+XjLQCbcsFR1KVOVKlQTIMV3K97G2qw1X6AEev0YyaOSDm5wBV/ktayQoknup201QlV4PBxnLhJt6Ry7pmQ5tHPvvpZPLCAejQo4tfpKyCb2nutoek31GlgwrLhAFqP3Yo9wE+3vJJ5Pk/ay1u1Jp1HR5kAHnCxuRBhxgi6Jkv6SUBo4y9hKUYRlwSmlwL8dPA44LfMyOQ2TB1wn0xqYSFEAs31BphfvOURDLWHQ5M/3nEAdM9Y66MjIHW0jIgxRA72eusyE08TOXBWstwzbwa8mgSiY10V4DnMEeXv6hCxpVCxEO1XhlGoCrAuBKQUwucZgkCOtsBHUBODu/ekdBt3MpI3Y4WppqnhyVQs5oV2GrYMyAU0p/YjMbMmrIWFud5hWQs7Y6G0L+XlJra+JpKdqGV23zc8xVC1ius6DR6/nYaHtC2zyABWIVJzsgQalrtjJDhxaJ3Zv+XgoWMz2ud94E2YQsAG8zXZnIXolrk+NB40rDxVzFkbJDE4XcAGvb7jKmR7qY0TjKAOry6TIGXOdGI9OPh/dSYUMIDP72tbYn7ZcTxTwIkdljivvmRCEX9vd423yqLhleymeFuwnmDHhit8pgkT0qXOhjdhxRJcrot1VVX02iFNO5JvtP05VrhfvbkJUy4LkMMcoTKOezOLU+WBXWJAmTt0HOPnMGXL3Vr3NB0QU6FZWe3sBTPZIsyHcvWt2ecKeRn9skyFJrp7OBra/YdYO1T+fmog/2VCx6KZ8zLkWvWkisNAb7U/xYdi0TDbhcgrJjoih8j0MnK9J7qg8+33HodOzReeTyqFHAOAAPiiv8NIAr4sddKIV4+ASa7PBGGnCJc0cYgKsCHUHSoYmnpYidXm91UXGyyCuut63qYCmQSnDJxPaq3IS/WswNsLY6DXjoqS6sKqquhCnbTeDBoFw2ofeulssmxJNOreOh6uSEiSEzAtZ2peEqCxpUizlBQquZnEe4mAklKDIGPKv0AVct1EQ7M0C8YqSd5VSymFMc2QzBZDE/4M4DqBhwQb/kOzOaJEzRb93x1NvJvE8n++Y4B+AX+pgdR8iQ9QXgAVFgVIhHzvI13Z7yWYnakAvJjeTxJuwcEPgdSyUoJm4u8kDHhAEvOVks1TvS95uup5XSlBRFbELGVbVIDtrXVlT0bHQ8XDYjLyjkBdWPVYsepQ1hgbnqyKz3AAPZhCaI7/Z8uJ6vsUJULwKYs41ci66TwYQWvUbyj+EkKFE7VAG42lNdtwjQObnEz6NzhdlK2GjA/wHAhwB8HoD8yThPkQkYimTQwdkyZfEYWSGebk/pLQywiTsZqJpIUAq5DHIZ0sdOr7e6wqS1OLZXCzi4yArInKmxgTZZmTGOamEwaGwERSHkzh3iYFhVEp6DLUgUwabC8UN0TSBeiEc+SIkmnXpbXsaas7ZriSTMOcViZqKYkye0SgafgkkSpuSeOBoJyjbV7yDol4C+YE0oQUn0GRUDDjDZVPxeRkWNFBKUxG5CyPApkzAzWGmImf3Zir0GvOPpF8sjxD/gAh6z4xBJUHSLW/HxogDck2qF45DphtsGso14O4Q++gYuKIA6cS96PlRsp56pLBow4LJgzYQBj5yUVNUX5fe0FGNLZQG471OltCiuexY9217Ph9vzlYuRciELXxHE65JzS476eIC951OVvFKtATdJEI7uhWRhp7BSjNqh71fbqvJnTFUwjx9vsshVJQiPAjYBeJtS+oeb1pIxQFEQdJhIUGTe1SYV8goCXbDJqpQQMsCobigcTTjmqg6WGx1QSrFY5wG4fPtoopgf8K6uB3otVdESQsSWjoA8YOTHKquKyhhwRaVCvosh9xiVacDVrO1UKT+QhCljZQAWCIjuJaB3lBHLQc4mCVPt3CGzg2xrCtbIApmNtriqJcd0OcmAd5EhQFUyQVYLOZze6K+WZ8J4FiUSFFMN+GDC9Pgy4LgIxmwO0Ra1TQAuc1EBgiRMQxmLOIBX767EISq5zZnSs7VTjMrZD29D2HJ70oqHYRsCK0VRQqtJwGfkmqHYEYgH8FMQz4d8DFAFv7wNc4L3dcXogP5dFVH80NL8HnGnM1n8Ee1qSCSBEoOB5PEqsk8f/KrZa34OXYVW5SJAk4TZcnvYpiC/4udpufKCPlsNm1njDwghv0IIeT0h5NX8v01r2QhQFLCvbSMrwazcnkwzWIlcUFquOmDkqBZygwy4pAgPx7ZqAe2uj4bbw2LAgO9QMOBsq7+faWROE+rFQTE3mAykk4IA7D77FAOFXCK2V3ysTKMbv65UNqHw3pUx4ABPaO0PwGW6RACoFvJSBlzuqW6iAR8yCVObHCxm85T2mHygFGnAFRN/cjGzHiwmZb6wEwI5T5QcrEnCFLKUemkUINKA8741lgz4BT9mc4gWfpFUzkQbKteYmloZyphfU4cGIHJjiRf40kn++o5XFBQykWjpJAsmcgN+ftFCt2mwS6VL+tO1w6jyojZwFSeTc/AxRFdBEpD7Z+t2A8KFiDJwVd/PcoFZ7IoKuQGGEhTN/TRNzFXlFjRdtdVnObYjIW+DmUzM86l0Xtxq2DDgLwfwowC+FdF2Jg3+viAg8gg2Z8BF2/XqxC5AnMCpk0xwJBnVjbaH3dMl5TF8m2ex1gkDcNXWT7WQw6n1fqaxrvBg5RCteE309E5Myx0vbWtiucePS0Inm5DZVmllE2UnlE24no9a21MG4BPFXFgRkoMPwrJAP3RBkfQvQJ7kq0rC1OkjVRpw1QIq9GsdkKCo5VFTpTyOr0bJQip/ekCcm1A3mdzzWbSlu1XqhSH/XBwmC/QR4oIfszlELN1wEpThqlDyc4iY31ZX7ZMcBx9XW93eQJ5P1WghIQ+gufZVZ0OoK/mt+y6RY8VgUGTEHGsCcNfjBYXUgavSzSUMoGWBK88pkEse4m0VtkPnHsJ/D4WbCzte72Ii+00qTlAhVpLjEn0PeZ/IZzNwJCXtTSqb8vapdzTUVp8m1ThNZIBhQZ+Oesdzq2ATgH8vgCsppYNZJhcIRB7BtqxtPGhsa7a1+bHJIMm0clpSU7zR6uL6XZPKY3ZNMbnJybUWzmy0MVHIKa8jYhpNJiQm5xEvZnTMK4BgyzV6ne8wyIJGQoi0ImlLo8Xn27bJSafe8XDptFyeM1vOhzp6HojPKBnwQQ14VFVUpqfnDLh4hyWfJVKvXGUSpqISJhBIUIRFjdSLStH2se9T1DqeMgCfLvcz4Mv1DuYUC0NuQxj3CubXVAVcMh9w5s4j/168f8mSMMdUA37Bj9kcTjYDJ5vpIyTCwNUggVJWRbLj9ZiVoYnDQtDvksFOvdMT+tmr2tGMyd9skklVSZg8gFKXHc+xgK3rC+cFE7eJ/qIp/c9wy+0ho6lYKKumy6FlfTXsNaBnn0MGXKZ7NtFOGxSwYdeS67dVxwNRUqLKypCfQxyA6/sEb6PoXphUNgUYySULnk2KAeWD51uVhGmSZxGvn6Kaq7cKNrTNYwCmN6kdYwGRR3A0waqtBOOfDY/VeF4DYs1euL1lwIDHV6UsCVP9IOyeYQz5sbUWjq22wr/l18gLXVB027rqe6liwMXJlEaOMhLGl1nMqWQT0aQTR63dVQZzOyaK4S4Cr4I5pwrAg8UMpebby6qqojorQVHAGB6r82MfUoKSFRRdqLseKAUmFYHQbLCbwLfel+od5b3k52oIGE9dKXq+2IpDx4AD3O1InIQ5pgz4BT9mcxBCBpxxbKQbsm32po2TSoz5jaOu8MBPQhS0hfUIzjIJk0thZAt2QL0TwF/XBVv8O4iS9jgrrtLfRkmUMumGOujUaZbZe2qSS3cfWl3u7a7abVNLUMzboJegyIv5qBcSJhIUfh7R9zBJquXvqyQsgFoaBXCHIFW/1AfgvKhesrjgqGDDgO8E8Awh5EEA3DKCUkrffe6bNRow3bKEtdU4kgCDrK1JEmZJsDI0lqAU8zi0xBxNvJ6PesfTJmHumiqBEOD4agtHVpp4ybaK5hosaIxvqzY6PSUzDLD7JZfz6BczwzCNIj09v66a9Ym2G+MDEbPOk9/P7RMFLNU76PkUK4H9mMqGcKKYQ7dH+7La9QG4vBCPLhiWyUgAAwY8lxVaqrW7+ryGZCEOXiBKxYBvnyjAp0xHz+6ri5uvmJV+ngcjtbYX5j00DSQHxTzbknV7UcDdCzSBJnKxgX453hKUC37MjmOy1E8WhAnOJtpQSQEpXZJ03zkkOvK6oYMJIA7aol2ys0vCNCFOdMmHZhKUOAOePF4fKOmSMHU6cp1cIf6erG/ogl8TBlzXjlCTL/ldTbTwukI6lXMgpeHvi4L48HhN3yw5ck904zZIdnd8n2pJNg5OUCZJxVHBJgD/ldi/CYA3Afihc9uc0aKQzwzILcwYcBlrq9cllQJGLh7gtrrMPknFVAAsCZA7R/AOpUvCdHIZ7Jwo4uhqE0dWmrj1mu3Kz/OJo+F64eqxYcCCKOU8BouZAabRIHgvSBjftsLGCRBPnD2fouH2lMzVjskoaAwZcJUNYWz7i7eH/26yiUCXhKlbkIjuh9djSV461w9ZXkNJE6gmF5WcbVD1TW6FuVjrYKbMqrWqchN4X4xLehrhZKBmwAFekZX9O6pYq35WRW5HOi/2EeOCH7PjmCjmsBGTMTU6npbx5ZDpbaPERQsGPHEOlQd+EmEhK2EyqVkbZB7YJm4sqiqU3R7T++p2ZlXBa8PQsk52PGAnu5BBF/RVCobstaqAjU6C0lG3weR76O+FfDEUP7cuTuHJnEmECwADCYvb8wdkuvG2aftmQZzIqXO0iYPPQfFxYpQwpm0opXcCWAfwXQA+CuBtAP78bC5OCPl+QshThBCfEHJz4r1fIIQcIIQ8Swj59rO5jilkSZiE6KUPgMgj2IABDzpdfGJvGWbNc+s236dhkKNjwAHgim1l3P38Ejqej71zcms4IKqqGV+YmGjASwoJiuqeyOQ8bYMgSRY0trtqyz2hg0LwoKuYK+4ec6bWxlIgRVG6oPB7mdgmVwUJmQyBk81Iqjf21M4dEgacZ4APk4RpUvCAJZvGcxOCxaFCHhUmB9c7WGm6oFRdIIr3y7hDT6PjsYqDime1KPBVN9mZAcRuRyYL9FFhM8bsccZkMd/XHzZanlaSx+EEdRWSwY6Nk0oYtMX6vslCPg7RWGSTTBoW7hIGv3r2Oe5/nYQ5WyoP+kzmDpavIyYd4ueVyS5CFt/APUTG5uvYZ7MS7rrgV8Pk59XHs3aopTAqORAQzY26RarMzjCU/ZnurAh+kyjHQb8wE30PnZQnjmjeOE8YcELINQB+EIw5WQbwtwAIpfSt5+D6TwL4PgB/kbjm9cE1bwBwKYCvEUKuoZTKn6hzgIKgLDzvoCrNmkw2wY7VMeDs2PjWnmkAPlXKw6esSENYuMQgAH/V3hncd3AFAPCKPdPKz1ZjHXbXFHuN+WPrNeBJnZUdA57c6udSIE35dJlzh4HPaZzt4Ctk1QTO/dPP1Do4vtZCIZdRa8ADOUufTlVQ+jqJQl6hbdckB7s9f8CVwTVYCMnupckW9EBysCUDvj0IxpXuPLxfxiaFpsv8mpX6UoGmXmfnyCFyOwolKGOUhLnJY/bYYqLY7w2/blAXIQ6RU0PDQv4hmtxDlyNLCUo86LJjwIPjBR7Y/PlQXl8ReOocNziUGnCD8Y4QIpUbAHFdvpr11dkpss9KzpFXB64m7iFljZSmoWkDv8+qcvRNDQMt6k/J481KuOew2hwsaa+z0Y0fD7A+lJwHTPT07Bzi/IaWwW4Ex+SYacBNaJtnwJiTd1FK30Qp/SMA5yQQppQ+TSl9VvDWuwF8ilLaoZQeAnAAwC3n4poqiBIHTbRF0qBRU3YdELMFJkEOAEwHeuP1ZjcMwHWVMAHglpi29sbdU8rPxrW2AJMvtLv6ohBMgiJmsc9KA64IkmSMr04DXhFIUEwkPVwHf3y1heNrLeyeLimDv/BexqwI652e0WJGLEHRM+AABjxPw4RWRQBezA8uRgH9YgYYrJ66YbA45MH2mVo7DKJ2TMrzDCYFwQ4rEKW/l0C/pt6cAR+UOLXHMwlz08bsccZEMdc3sa61XEyXzJ0OJgq5AebXpLoqB++T8TbwhahJKXtALFuw8zNXMOAGiWq6iqDxz8jPoWLA1XZzHKqCQA0Nc2xSyCcKXMXnyGUzKOQyWvbarIS7nMnPZojcHtdGSiPpG3onFsMS7pIESJ2OnUMnSwL0SZgVSSIol0uZPKNVwbzx5PF1/MnXDwzUO9kKmIwK/wSMTfk6IeTLAD4FpifcTOwGcF/s72PBawMghLwPwPsAYOfOnVhYWLC6UL1eD49ZOdNBren1nePw0Q5Ir6c877OL7Me874GHsDQTdaKNegurS67y2IMn2bF3ffM+XFplD+LRk214Hdp3XLydHEfPsGNvv/tenGkyV4fnntyH5ouaYIBS/MjLHEwVCL5x153Kjx5YZZ37ngceRu1QDs0uu87Joy9iYeHEwOd5O9eWO1ir9d+3x46xDv7oQw/iWFncRn69Bx95FJ2jUfd89oALAuCb37hTGuS26y206xi4T4srLUwWSPh68l4eXmfXvP/hfegeY9d8doW9dvDZ/VhYFq0RAZ9S5DPA3fuexbOrPZRzg9eO48UNds77HtoHN/huR060QbtUeFzYTs/Fi8dOYGFhpe/900stZIn8msdeZPf79oW7UMlH92yxyYLIg88/h4XWIeGxp0+4aLnewLk3Gi2sLp6W3ksAaG20cWbdD19/5DBrx+MP348X8goHhhzw0P4XcPJI8Bw8/Shqh8T9ZLXNvsPDjz2FydXnAACHj7WBnq+8l88Fz8w373sAJ6fZs3qsxs514LlnsLBxQNq+Vr2FU83++/3UIfbdHrzvHpRyo6+sFmAUY/bIwSQocVcofV2EOJKVhQE7+UfErom8yM2YeB5ExNtR63hwshmjPANVRc9mp4ediqrH7PpyqUBoj6sov953DokM5nKN7JGfQ+pnrtE986BWnbxoEEA78rLlJhIUJ8ukHUr2OZ+VzmdmCwkWxMtkd1ExILkExYTsk7mYmO4QhbvMCmmTrh0yL/FoZ0ZPguSzGZSdbJ8G/MHDK/jfX3kWP3TLXu3x5xraUYVS+hkAnyGEVAC8B8DPAthJCPkzAJ+hlH5VdTwh5GsALhG89UuU0s/KDhM1RdK+DwD4AADcfPPNdH5+XtWcASwsLIAfc3d9P+47fQTxc3z65KOYaq9Bdd7CC8vAw/fh+ptegTdctS16466v4orLLsX8/I3SY739p4HHHsKNr3w1bgrkIB964X6Qoof5+TcK28lRPbyCP3jkXlz1spuAxTrw2H5857e+SalD5jDdi770dA24/y685NrrMX/TpTi53gJuvwOvuP5azL92sMPydn5l5Qk8t3Gqr81H73sRePJJ3PrmN2CHZCLYdnwduP9uXHf9jZi/Ieo29zSfRvHIi3jrW+Ut/9AL96PW7r9vAJB/5E7s3lHF/Pxr+trIcXCxDtx7J6669mWYfyVb53n7TwMPPIQ3v+414e8iwhWP3gm/XEFtaRWvvWYn5udvkn72xeUGcM8Crrj6Osy/eg8A4E+fvReXVIH5+dcPfJ63c/qROzE1G7Wf4/88eTfmKg7m58WbQ0fvexF45knc8ro3hBIPADhwpgbcdRduuvH68Psm8Wj3OXzx0PO49dZb+yaI3h1fxpWXX4b5+ev72hjHV1efwIGnot/+0dueA555Hu9827xSa3jlE99Ar1hAedsEnNxhfM+3vVVaCbPR8YCFr+DSy6/E/K1XAQA+cvABbHe6A79/vJ3OC0vAI/fj+pteidddOQcAeOzoGvDNb+I1r3g55l+2U9q+Dx64D+2uj/n5N4SvPek/Dzz7HN7+1luRV2jPtxJnO2afr5go5tF0e2Gi13rT1dZFiCO5cwPog73k9YH+vAS+IDDVgAtlLAbuJRyqJMqG62m1urJCWoBZ0AlEgaMo6Kt3zBJSlX7mfFdCsRBQ2d7xtuWzRLkLWFaw8M0uO171zJtIaVS/R0Zg6TpwDk0QHzLgkgqSJraSQHAvBOeIdojMdlZE3yXyQ9fYW0qqaUYJsebPWPz5qlnuUp1L2CRhNiiln6CUfjeAPQD2Afh5g+PeTim9UfCfLPgGGON9WezvPQAG6dZzDL7VH/cINtly5zKAQQ24SRLm4JZhyzWVoLABf63VxVK9g1yGGBd8MEWUNcw6qel2aEmQ0No5Sw24Ts6j0i2buKDEB0q+jTyhcZW5fK6CBw6vYKnu4qU7qsrPJivbAex+6iakYj4rTcJU3suwfPqgrIqfV3psfvB3oJQaJ2FuJDTgE4WcNtHn8tkKjq40mT/9dEkafANsQM8QQaBiKEFpDakBF0mjMgTIGThtbDWGHbPPV8THQ8BeA14tDtY8sLEhLOZZIqfICtFUA17MZ1HIZfpkLI2OXrvNoWJNTfS+agmKGVOZyZDAtk4cLBkVFFLYKZpo0VXBMz+HtvhMQWy9Z3o8wKQhKhtCXdCpLeGuCeKLuSwIkTPgxhIUJyssaW9q9ancFTFwr+LvC4sBhRpys0XqZDHf93xttLooO9mREChDXZFSukIp/QtK6WaVNP4cgB8khBQIIS8BcDWABzbpWiGKeVbRstuLBeCer02wcrLiYKVjUAlTlB1sEuQAkef0Sp2VlZ+rOsqgZRhEkxqz2TP1pFXZEJq4oIgCHZX+G1C5oGiqNwq2xyINuPp7vnz3FNYCn+tX7Z1WflakPzOqKiqp3qhb4ImC6PjfuiTM5LFuz4dPDSq0FnJwPT/8LZgbhT4Qumy2jKOrTbywWMceTYEoQsgAY9kwmNx5H4rr24014ILKojzRWqX9HwdswZg9cvDKdmtNF92ej4bbC8cvE0wIGPBGR63TjYMQgslSvm9721YDDiA4R3wsUhcEi0NVvpyxz+r7IasICpi7oLDP5AaCPkppEHSaSR7kgWuPVT5V/CYsgFclYeqZ35JEc2x6PKBeCJgQbaqdAIDFDap2ZDIBCy9hwI0lKLxYXWL84846uriDs9OiftnSaPrDNgSLgGQRtZbrh++bIMmAb7S7I2G/gSED8HMFQsj3EkKOAXg9gH8khHwFACilTwH4OwD7AXwZwL/fbAcUIJag5fVPzkXN4FsUMOCeT+FTfXJW6Mrg9gfgJqbyM2UH+SzBqQ0WgMdlBucKnJHhxVRMk5KKeeZH240lAHY838DSkX3vZOKgznKPHSvxAe/2lNtTlTAAjzHgLTMG/Fuv2xH++4ZL1QmthVwWTraf3aobsFsie0xA7zPP7/PgYsZmJyL2LLhmZdeTHt0b7a5RAH7Nziq6PYpnTtW07jz8OhsJG0Ld5B45C/T3S8CAAZeUotf1yxRbg9mAkFiuu1auUBzVQr97DxAwto75Ais5udtUsYyfI96v11td44VE6DaRCKBdz4fr+dqEbyfL7RjlcgOT71IpDGq4m24PlJr7mauSF/VSGk3g6qqZY4DNC6riMSYBHwugxcGvCQOuqmwKsOBVKwlyxB7egI0LyuAcCZiRHvHjVTpyvb98Dj2fDhBKkS2laQCeH5CJ6eqnbBZGOnNQSj9DKd1DKS1QSndSSr899t7/pJReRSm9llL6pa1oj6ggS8cgGHayg2yhSeVGds3Bjtk23BbKZAh2ThZxar2FxXpk33auMVXKhyyviaMFIPdbLmrYwtAHXOAhrlvMiCQooWxCkaCRCxIz6jF3klrHQzGvZlkA4Mbdk/hv3/Uy/L9/+3rDSlz5gWIhukmxkBO7oOgces6OAee/Q8wtxDMbKJNSm41WV7uTAABvfGmUP/Gay2e0nxeVHtdVZCvGbD85zBlwQSEeA5nZxQBCyPsJIccJIfuC/75zq9vAc19Wmy5WG2zHzoYBrxZzA04IdYMdqjgmEuew1YADwRZ5qz8AN11IyAIdUytDQghKUr9lc0eYUj47wIDb2CmWnJyiomdPH7hqmOOWkRxnkMWPH2/CHDP3EEXwe5YLCZPCRkxKI08ENZLSSKq8mpAe7Hh5AM4IR70XuewcfPw2lqCU8gMSSROCaDMwGt59TMGDtL5g2GCCjQKdwUldx46VBJpUUxtCANg1VcSpjTZOrbdxwy41AzsseMEfINJX6ia2uN0bz7fUSUGAKPATMeAmdpDJwL3bo+j5+upt1UJiW6rVNVoVE0LwL998pfZzHPF72fPZ4sBEgiKzV9T5ogMCBryrZ3z5vU4WiAL02eZ8O49vo6+3urhsVu98sHOyiO++aRc6no/XXzWn/fxUrBIspawYle43E/mAm/jTA5JS9AbVbi8i/B6l9HdGdXEegK80upgsscJYNruC1QILuHo+DYMBE4lYHEknFlONbN85Yv0asAvAZYV4bLTsMvmHrupiHBVB1UJ+vAmDXlYwx03X086PZSeLpborfb/hesokTn6Os/XPLjk5adXFptvDnhn1OZJVhQfO0e1p+4ZqIWEqQQl3iZO/qeHzwYkR0Xdh9rEGuyoxe8u40YSNNAoYXCRvtDxsUxR920yk1E0MkU4pNjkbTLCirX4TlhGQJGEaasABFrQ8d7qOpbqLK7dXjI6xxXTJCTXgnAk3D8DjyW56TbwjYF7ZsSYM+GCg2jIMrgaqN26SLiy+m2BapEPkA85yDHzl/XQEMpL43+rgffDY8F5qfsPQnz6YeGy2+P74h1+ND/7YzUZB7XQ5j7WmG7at26MGOzMqCYq6fznZwR0WkwV6iq3BTIX99isNJskDomq1JuDPezzIMN1ij59jI8GAVxx5pVsRJhMBgk0ALpLTAXYFgcoSyUKz44EQ/fPPzjHIops6ZgBq6QWXBamvr05eNGGwlex1t6ctHANoFhIdvY6c6Z5V30PPQFc0CwmzZFKxt7vpDpEyOdg4iBefg/9t0i8BvsOUnOsvQgnKuCGyyol+nHawPaJCIZRbxCb1MOHQzLKJBze+T42K/3DsnilhJdhuvWq72oVjWEzGgsb1VhdONqN9aCMGtX83QXcvcxkCQsTFY4wYcM8fcLEB9NtTSQeEWtsscdAW0zF2K9yeHiIJ06QEukhGEj9WncA5GKiGAbjmXs4Ei7PVIDjeaHWNS4LbYKbs9PVLQC+N4t9ZJEHRJVuLknxNFpUXEX6KEPI4IeTDhBCphogQ8j5CyEOEkIcWFxfP2cULuSyqhRxWGt0wAN9eVftexxFKpyyddeKYSDLgbc9KfsLPwQOEjtdDu+sbB+C8gIyIqQRMA3CxB3cjsLwzSfQXWcbZOMKoXFBMEiBVSZzsHD2D0udi6z0g0F4bSTcUdorGCwm1BEW7G1DICSVFXJ5psiBSLexMfk+eyCxaTJjkQQFxHbpgEWCQCMoxUczB7fnhuM/m+oswCXPcICpiYBL48ZWXqLy1NuDMZuBkM+E1+XGmEpRX743mOZ0N3rCIyybWWy6mynltUhJPXOUZyoCZjIQQImSymduEbiE0mMBp6l2bZJ02WpuzKo4z4Jy95YyxDMWcyNLRrDIoIFjMGCwOS4KtbJ4orFt8TXHnnMCNotbxrJLhTDFVZveSUmocgBNCBqp8mjLghVwmlDTFj71YGHBCyNcIIU8K/ns3gD8DcBWAVwI4CeB3ZeehlH6AUnozpfTm7du3n9M2bp8o4HStjaW6CyebsZpYw+ThhE3o2UpQbBIwAS6tcq36dRwTgoJCvE2mgY6wjLzFvRAFnjYa8HI+i26vP4k/Oo9J8DyoQY+DMb/DuW7w442SFxU2hIyFP8skTIMAuiyRsfA5xYTJj2KjRGKthUUms6aU9CtDZx1ArEO3yrEoReXofZ89Y6NKwkw14DEIgw6DoDETrO5EulITdizOcEbVxswC8Ne+hJWVzxBgr4HOdhjMVRwsN9iEsNbsGnmNi+ys2obBisxvWXcv+bmZLKD/+iYa8FPr7fDvWtsz0i3bYqocJVhxZ5kZAzlP22MTAV/4tI2cTAZ3IdjfQcCpWByKCieY3kte/nu12Q13Z7ZtQoLwTNmB2/PR6vbCe2kSqJTy/exatCDRuR1FC20+6XQ83/hZPd9BKX27yecIIR8E8IVNbo4Qu6dLOL7aQjGXxbaqY2UPKbQJNWT4OHjwy3XktY6HquXkPlvJo9ujqHe8cKyw2Y2rCNxcTCsWAiwgWxfolm3kOGWBfCPSkNsEfD1MlfqfS1MLQTUDrncPKTuB9V7XHyDETJMwyxIrQ9fz4fZ8Q/mI+ntoPbgL4oqekXuIfk6O9NeDuQWmO0QyNr/heqGlskkbkgurmvUiOXrOnWwGPZ8aFS/cDFwc1I0hkkEHpYEcxCBoTG6ZmbJq/Fj+MNgG4NNlB3/1L27Bfb/4tnPuAc6xfaIA1/Ox0fZYAG7gLFAWrJhZMR399yrkJX7LuoTW4JodQdBopAEf8AbdHAa81vHg9Xyshnp6DQOez4DSfibbxFM9TGgdwgVFxHiEfVMz4Dq5DKqFHFabLpbqTAqwGUkufCG42uxaMYXJiYDrIE13dZIL7YuFAVeBELIr9uf3AnhyFO3YPV3C8bUWjq81ccmUufwEkBXKMmM6ObiOnAfA9aAIlQ1mK2yxutJwYzk35s9PtZAb2KY3LaAGcMZUELB19EErR8U5yzZI2E7AvKCQ2/PhCRh003PwdoqDV3MbwnbXHyhgE+7Maku4yxcSvUCuqtWySwJfPp4b+ZmH90LggmLhUS/yZjcpRsePBwZZ+EbHs3rGONu9FiOI5tIkzNEjKUGJmEKzB63PvtCAZeQoOzm0gu0gfg6dzjaOt1yzXVra/VyAs5dL9Q5Wmy6mSvrOKk5oNdO2O9mMJAnTTE+ftHSMvydDtZDvm3g3NkkXxoPGtVY3TGy1cZThMLG5jJIwxRIUlR+7eDfI73tPhelAHsKdCDaDAZ+OSV1sAvD4ghcw28blxwGsH3OkPuAhfpsQ8gQh5HEAbwXws6NoxO6ZEhZrHTx1YsNakpcMnimlqFkuxOPb28BwEpS5gI1bbgy3gK0W+hPKeTv4ezqI2GvAzLc6PIeTQ8fz++RaVhIUTUEgEw04AGEyKfeS1p8jYH0Tsgnf59a2Zn7owOD34EG96UJCJMWJAmidBjw7sBgCzCqKcoQMeOw8vk/tdkUkbL7pIrciScK0zbPgc9FyvRMG4HzRu9VIZ44Yyomgkf/QJlss8m1tEwlKxDi0DAPGrQS38lqsMXeBHZP6ziry7OwYsoUlZ7D0ukkyrMzSkZ9ThfjWcbvbg+v5m6ILmwsf/ojd0iYO8oRWS+9qVRJmIZdRMr6i34/fS5OAc6bsYLXpYjkIIOY2SYICAKsNOwY8ua1rup08rLPPxQBK6Y9SSl9OKb2JUvo9lNKTo2jHZbOsgmqt7VknpUcMOOtL7a5v5KwTB9/e5gH4+hAJyKGdYt3FYrCAtanxICooZGtDKC1lb8Be83OwY4azZCzmB48HYtU0DRIogcHgGbAIXMMgvr8NfG4ytSEExPZ9gP73UPlnm/qyV4LFUHI3oGkRa/DPNATzga6ORfwc4gDc0AWF30thEqZFAD7Bnq+luotlzoCnEpTRo+j0OyTYFB5IWsW1DZMw2fmj4N2Gqdgq8BXjibUWlhsuLpnUs+0iBsJETw+IvU9NGPCigDUxHWT4JLvR6hqXoR8G8d2E9VYXpXzWIMl30GWH/9uEAR/GUUao4bcYsLdPFLBY62yqBIUvDM/U2lhpuMhliJF1ZCmRDGS6nVwQJVsbOPuk2Drc8pK58N9X77QMwBMa8PVQf22fyFlre6CUYrXRtWbXwgC86WKp1gEhsNKoVouDuuNGx0Mhl0FesevFIbPwa1gEOiLLuEbHQylvZskYMuCJeaDVZdU0jRlwiZQG0JMysuqPNr7TZcFOIhCf5w3HYaF9n+1CYvBemhwPsDy3UqKkvWlV7Hg7kt+DL6iMqqsG7UwmGNctkzDnKtEcHDHgaQA+cjhZVo0pyYCbrPoHNOAWDHh8ZTiOATgPdJ48vgEARgF4NHBED0szsLHSHpsovU4phevpAx1+7rZgla4LOLmH8GpMzrAZNoTbw9V3B6sN10hPHzKvokJPih0FLjEZrCqq34lIPguA+b0EgEunizix1sKZjQ4KgSb8XGNH0A/P1Do4U+tgW7VgbpEWY7VMPX2LArtRpgFPGfBxwe7pEnZPl+DkMn2VVU3Ag8uwgmvb3oGE75pttLpouD24PR+zFdskTF5QyMVivYOZsoOcQeDMIUrCtJHClB2xbtnEfSRsg4CtbBhY/8XbAIiT/gB9ZVGRoxmHaQDNWdlkEG+zSy2TTURJsboiOoqFhOH3kOnpbSQoQOCLHptLbGOViiA3od314VOznRlesbp2Fn0bYMTUdDmPxdroA/DxifLGAISQwDifdbKGxZZZKWG4b5uEyZnChuEAs5WYKedRdrJ48PAKAGCnQXJTuAWY2Oo3WcwUnWxf9bDoXpqxBf2VTM0GGZ7ktNrshrrFzXgoOQO+WOtgsd4xSv4QSx/0DHho6ThgQ6jXLSefBYAF4PksMWLRdk2VsNrs4tnTNeydLVu5UZiiWsih7GRxZoMF4CbSKIBrwOP90szTtyiQAl1MNoTnCz7/029ClhDrhVE2Q1BxsmHwGi7ELaRos9UoeF4J5CMmDg9xlJ0sKk4Wp9bbWKp1rOQnADAh0IDbWggCGKjS2zBwH0meI8mA2yTsJY9n5zCTPfA5W6Yhj7dR2gYuu5Ay4GaOMvFjOLjMyVhKI0yiNJSg8ATKRJ9oWgbgSV90fl9Mf1ORPWYkjTJrAyuiE8UGlFKmAbckeLZVC1iqs92liWJuZNWM05kjgT5HEosOWsxnw0RKYIgETm4Kb9khtwKEEFy1vYonjq8DMGPAsxkCJ5cJ7yGlFE3DZLdiwtIxKp0+hAbccLCdDSbJtaaLlUagW96ExIypUh75LMFS3cWp9TZ2TZW0x8iY1/h7Mji54RJaAbYQimett1zzsuu7p9n3+uaBJVyxbXMqtAKs0uGZWhtnNtrGVQ+TfrQtw3LMxUT/iqqRpsPoOGG24oRe9LaoxtyQhrEA5FrSxVoHK83hHBYIIdgzU8ax1RbO1DrhDqQpqoUcs7mLJQubFjsBxLplSqlR8RoOUeBoJWEJPpcsQMYXR7rz8OdZmHxoHLjyID7BgFtIN2QMdt3QFlKVjNowlqCIg/jwe2j80ONtiWvAef8w7RPVwmAAbkNyAoNuZR3Ph+dTa8Jye7WA0xttHF1p4rKZzbFvNkE6cyQQ7yShb6mhUX0/M6aXCHDEtVE2Fcu2ElcFZe6dXAaXz5l12HgyD8+IN2MN+uU8Jp7X8fdFSZi6MrUzMQY8cu449ww4IQTbqixoPLnexi6D3QQRA27qM1/IDZZPN5GgAIPJWB3PrGwxAFwaBOA+Ba4w7C/DYMdEEWc2WHLwdkMnoKTGtWmchNm/EOLaepNFdorzA8xBhAXew0hQivksJoq5UGIG2DPgAEsmPbbaxKGlhvF4y8EDx3jwWe+Y2yFWC4PMr834DcRs6/raYM5UqvS+gH6HWKYhBywkKFINuJmGPH6NYYsSyao/xs+pT8KUMeDm34O3tU9SZBk8Vwt5NN1enzOOTXIwwBbDG7GCecNKdq/YVsbh5SaOrbbCxO1RIA3AE4h3MpsOWspnEuWtzSUoxXx/AJ4h4+WCAgAv2zUJgDE8pixoXMJgo5sbsHQ0vJd8sGonAvBCLqPVBk9zDXjDxTLfOt4kXdhls2U8c7KG9VbXyKtYVGm1bWhzWcgNFjVihYoMpFGJ38GGAb9x92T476t3TBgdMwz2zJTw/JkaVpquHQOelEaZSFASv4PNM57i/ACrQtlfKMs2GXv7RAFLdfes9KV7Zsp45hQbI660dXPhdooJuYApUzlR4ImkUaBj4wjGzhEktMbaUGt7RknSgHgRAZgHXLLCMeycZjvbMt9p011V9hmx/tr0e4jsfMN2hEy+vTQTiJKNTX+TJINtfbygX/I2mQbQkwkGfFjC8sptVaw0XDx/po49KQM+PqgUojK84aBjkoSZtCH0enA0Vm8c8ZK3tTbTyW2GZvZs8KOvvxxvvnobfvbt1xgfEzfe58kbJveymB+OARdljLcN2c2JQg65DGHWeY1OIBXZnMfjqu0V7D/JElrNGPCAeY37TxsmRBZyGUElTLPEwXJiJ6LVNWfAy04O1+5kgfd33bRL8+nhcd2uCaw2u6AUuGanWaBfKeTg+TRcmBgX1Qh9wINdndCWcbwWyymGx2ylEC7A11uBG5JlMva2KnMAOrXBKuvaSkiA/l2jK7fbSbjEBYXM9dcTooqg3PHC8Bx81yBeUXOj3TW+l2UnC0IGA3DTgEsWPAPmEhSZdMPKU52zzwJXmmxQQdvkeNVCwjyZdJCFzxm0gWOy1K+/trF+BaJFWbJfAmZGFwBzGYoz4LyP2lTCBPqfqc3codVhvHQOY4BqIY8Tay0AdjY7RWeQtTXt2BPFPHqBub9pVaitRtnJ4a9/8rXWx0QMON9NMJOgDKMB5wxlMnHQJGgkhGCu6mCx1kHT7W1qZawrt0WM1ku364NGZRKmJpB2BAx4x/NRqRja9fXdS9+qQNTf/KvXMo/WTezP110SMe037ZkyOiZeZMjJZYyLakQMeBS4AzBiz1OcH5it5PHEcRaAD7sQ314tYP/JDRxbbWG24hjLNuKYv3YH8Pn9AIAbLp3UfLofogDcRv4RWSlGgQ4PII2ZypitK8d6s2scrBFCzqqgkNo/24zNz2YIivmMlDk20R3LbAT5PK8j2lQFhUyracoWAdy+z5TsmyrlsBGvFh38tqaFqiKbzy6AUtgGwKZf9TPg/HjbarMv3x3NFfPX7rA69lxi/CK9EaNayIY/qs1WUynPtLa+T5HJEKsCHZEHtTdU5bRxRTyAC1frhhKUbo/C6/nIZSMGV8f2ZoLVfL8ExbfSLZ9Yb6Hl9rBzEyuL3hh7+K83mFxlGvAMAfJZ9eDJGHCBC4qRBCWHlUYruqbbQ8nC83quWtiUAjxxvOKyaTjZDLZVHeyZMdPy8V2YussmINfzzXzAQw14sKi0SMZKcX5gtlLAaqMLSimW6+5QC/E9syXctv80jqw0jPtkEldsq+C7Xr4L1186aV3lWCxBsWfAN/oYcLu+Xsxn4eQyIVvp+xS1jmcl5zmbgkKiqsgcdhU5B63zoqBPH3iWJe2oGc7zPLhuiXzZOamlmd9EVSwBltBqU8CGO5BQSkEIwUab1bFwDInGcGEo2Fkx75v9bRjWNW7HZBH/6duuwTOnarhsNmXAxwZxDXjD7cHJmhUv4A9B22Nlcll1PdOtHT7gdTedMdxKTBRy4TasTfGCuOSims1EWlvLokaAnW750ukSnjq+jnrHw9tfttPomGHwuitn8c9fuxdTpbxVUYqkvWIhl9WyFywJc3gJSlJPvxmJqWeDqVIej/3Kt6Hj9YyZnLi+tGk4iQEIqodG0hNbG68U44/ZSh5uz0e942Gp3sG2IZyQrtpWhdvzcd/BFXz7DcOPI3/yz1891HHJQIeXDDfX2UbFhDiarv1Wf9wyru56oNROzlMtiAsKEaKfR8LCMcKCQub5SKKqoPW2F7LjOuSyGTi5jPB7mEpbATmTb1LYKEyIFUhpTPXbAPvtPJ+74eSw3jLf0QBi0qaENzwAVA0XApNF1oZ210fJyVonccbxU996tfUx5xoj1YATQv43IeQZQsjjhJDPEEKmY+/9AiHkACHkWULIt29Vm6oxr8qm6xlPrsmtJlZ0xm7AW291sdEy18mNO+L3MtTdGTwocYkAYOcoM5A42PWMWZs90yUcXm5iqe5u6qqYEIL/+b0vx39553VGn0/eD4BXs9Tfj0JeLEExrdAan8BahpVMtxolJxv6uJsgvsVuk0hECEExN1xicYrzA7xq5WqjywLwCfsF51U7mL6059ORWJxVYwtMIAp4zBMgWX/uk6BYMuBAIFkIdPRhQqvF3FYp5MRFVxwz2YQoeAbYvF52skZFu0TWebV210g+Em/HoATFzBaS68RF36NuGMQ72QxyGSKwQrQj+8Kd+qBfbLQ8yyqxcgbcXAMekZXA8BKUccGokzBvA3AjpfQmAM8B+AUAIIRcD+AHAdwA4J0A/pQQsiWzXNXJoeP56PZ81NrmHSxpgWfqLQz0l0FfbXYxO6SH7bghvoVox4CL3SZMgr+i01+tq2WYhAkAu2PbxbbWX5uJTMC2tBISFJP74cR2EDiMfcAThXiaHfNCHOOM+Ba7qa0ZR7waXCRBOf/vSQoGXrVyqdHBcsMdqhZAPK/DthrnuQAPqsKKnpbJcqKKgyEDbiNZiDnK8IDJpqiRsHBL27zseEkQ+ALMg9v0mU0WfgHM5SMclVguVNQGu8qkwkqYhgE0IYR5eHeGbwMQr/IaFaqyYcB51c+kNMrJmakMgGgBxxeH9SGTMMcFIw3AKaVfpZTyX+M+AHuCf78bwKcopR1K6SEABwDcshVtim9Pr7e6xgNGKRE0mjorALGElXY3KE8+Xtv8w6JajJJomhbbfuFuQnc4Bry/FL1vzNq+eu9M+O/rd9klPm02kt7VbcPvVcwLJChdcx/w+ATGBuzzn+2diG3R84HcNJEoPqnb+uimGH9cMskW4UdXmlhrdofSgE+V8/jR112O6XIer71y9lw3UQseVNUSFT1t5QJ1QbKbLWPKA+9h2lAVlC5vuOasbcUZlLAA7Lk1tmQsClh4CztFoL+4H4eN2UJZEMADdguJpHsIO958MQMMOttstM3jIyCWm5DoVzaLAH7fuUNR3VCSNK4YNQMex78A8KXg37sBHI29dyx4bdMRH7w2hgjAW64f/N88AOcde7nuotbxNqUE+igwEVRk63g9q2znpOTChgFPasDbFtZ5N1w6CUJYFUdb793NRinBRrcNg+hCXsKAG0pQuF0fpUxHer4yDXFMxDSuoaOBzaSeSNJOA/ALB3uCohz3HVwBEBWUssWvvfsG3PcLbzNOxD+XyGY448n66VpzmAA8HxYkAuw9n/n1+LWjqqIWzLEwCdOmoqdYgtLo9IyZ/MlS/31gbbALwIU6cgv5h0jCArCFhCkhwiwEBbsJVjsaPPiNFlU2kqJynllLxjXgNtVVgXh+QiRBsZEDjRs2fTYlhHwNwCWCt36JUvrZ4DO/BMAD8Al+mODzVPAaCCHvA/A+ANi5cycWFhas2lev1/uOOXKKdY477r4XJ5c7uKSSMTrnc8vsAbnngYewfCCL5fUmJmjD6FgvqAx17xPPAwAWjx/GwsJxZTvHFfF2njzKHpKv3nEXnjjC/v3I/d/UJo08G9zL+x58GKsvZPHUYXbsg/fdi6qjPrZVa2PFo2Eb1mpNrC13+u6d6l7+wXwZuQzG4l7H20m7bRw5fir8+/jpFryevp0rix3Uml74uZ5P4fkUJ44ewcLCKeWxx4Pf7Lav34l8hh175nj/cedjv2x77Hnbt/8ZHC2yhcgzTzyK2iH9oqTbauH4afZcPx70y0cfuA/Pa/plivMDk8U8pkp53H1gEQDwkm12HtwchJCR5ktMFHMD7LNdnkQ/87vR6sLJZay+02zFCauBLgf/t5H0iPTX9bZ5RU9V4GrDgA8Erh0PcxYkmSwAt5OgiN1cTH/TyVh/iB9vw4BzR6uVRif4v2t1HzIZgqqT68stqHfsnFimQsMKLq/yzlv9N7AFATil9O2q9wkh7wXw3QDeRinlQfYxAJfFPrYHwAnJ+T8A4AMAcPPNN9P5+Xmr9i0sLCB+TOngMv5433146fWvQO/Jx3DVZdswP/8K7XkmXlwFHrwH1914E269Zjtwz9dwxZ4dmJ+/yagdE3d+BW1nCsAyXvvKGzB/06XKdo4r4u1cevgYPvH0Y3jFa16Lfe5hlI8cwdu+9a3ac0weYffy2htejvlrd+Cprx8AnnkW7/jWt2gZpb858hCOrDQxP/8WAIB/51dx5d7dmJ+/QdjGcUa8nduevBuVsoP5eabE+sP938SMk8P8vNqb/a7afjx05mh4nkbHA776FVx39VWYv/Uq5bEnHziCTz7zBF5zy+uRyxLgtq/h5S+7BvNvuELYxnHG/9/encdJUtf3H3995tyZvS+W3WWX5ViWSzkFCR6DB8dGBY0HJBGMJmiiSfCnKEhUNDExIZoYDxDRiEY5NIAYUUDNiBqQcznWZWU5hD1g2WN2Z3bnns/vj6qeqentnunqs7rm/Xw85jHd1XV8v9Vdn/72t75HNJ3uTsPPbmPR0gNZPLsNHn6U177yDwqalfSaDb9h78AQHR2njn4uX3faqxLZOVWKs2xeG49tCibKWjG/uAJ4rc1tb2FnWPvc1RsUfuPWgI+fRGcoVnMDCCYk6u4fom9weHRyozh3dzNtwDNDzkFQe13oxEbtLY2j5yAqXsG1me6+wXFp6Okb4sAYn4v2lia2dveNPnf3gkdBgdxNWCAYQeSAuYXX5G/cOTak7HDMkXGA0cL2tp4B9g4MhfNlxOsjMSOraVPcWvTsMeq79g5UbMbqaqj1KChnAh8F3uTueyMv3Qqca2atZnYQsBK4txppyryZO/cOxGrjlBlVIjoKSpxb04vnTGPt5iDoz01LG/DR6YgH6Y5zLrOm/O4dGKaxwWgpZDjIHLM3pqFwlD3TauGzNzZkzdBa+PTpY0NgDcUerzXJRif56BuiJ7y9HKdjV3QUlAbTVPRpc9h+QSfKtubGxA27Wai57WO1z8W2AY/WVAbfhfGu/Uxhe8eeAbb39DNrWlPBY0ZDEGtGnHHxK17TjaY842cX3uxh5rQgDdEh/OJ2wmxvaRztAwVBk8oRLzyW5msDHnSKL7AJSlZn0rgTK0HQBHRGaxPbewZGf1DF7SORfVcjTjNf2Lcj6I69A3VdXqr1N8eXgJnAnWa2xsyuAnD3tcCNwG+BnwDvd/d9P4EVkHkzt+4OZkQs9NdZdifMOKNvQNDWMNNerpipi5MoOuxQd4yOK9mdMIMhHScf8xrG33YcDtsvp2GYuOzbqb2DhRXApzU1MjziDA4HBe/RDq0xOsPuHRge7UGfhk6YMNYpqbsv6MQz2ax4GdMjBfDMOLz12v5Qcjv9qKDF5AkHzq3b93bu9GZ27h0rgAfNRwr/up+V1QSlu2+ImTGHx83UmG7vGWDbngEWxK0tzTOjZ5wmKPkKrnHagMP4IRm7+wZjtQEP2tPv26G10MJv/tFc4k2utHvcsJLFTWAzf0YL28MRgoDYP1CzR7bZHXMklWnNwZCKu0drwAfruga8ptVZ7n7oBK99BvhMFZMDwJxwCMBndwQV8oX+6o8WGgeGRhga8VhTVC+eHXT2abBkDYFXinEdWvsKv9WU3aE1znjs0yI1xWM99+u/0Jh9G3JPf4HTp0d+GDY3NtA/WHgNeHvWD6FgWf3XgEOmU1JQ+xJrTN/WsdqoQqewl/ry2iP24/+9/jDOO2l5rZNStLntLaMVOjv3DDCnrTnWj4mZYdOLjOBaiVtYCwrc2/b0s6OIWUWjEwrtNzPadKO0TphxC64Q1Lgung2DwyP0DY7EHL6vaVztc9wCeHvzvvlw91gdGGe1NdPTPzQ6U3exw/fNn94S1oD3h8/jNkEZXxO/u28oVgHczMZ17t25d4C5dTxsc61rwBOnubGBma1NPPliD1B4x5XoyB3FjI6wdE7Q/nTe9Jaa9JyvhOiwRbFqwJtz1IAXOiFS89jsjZlf+XFqK5KqrblpfA34wFBBtbajs4oOZmrAMwXwwkaUCY41XNQwZEm2YEYL23oGYo9l2x6ZXa93oPBbwFI/mhsb+JvXrqzrO5FBG/ABRkacbT0DsfMys7WJvsGR0TtncZoQZmRqR7d197N9T3/8wlpWDXh/WLFVaK1tZvzssa5lYwXXQq/b7DbHe2IWniEo/PaHo4FF91HwcIo5ZgTNnIvCxzNvwn1sBJLRyZniFsBntLKtp7/oJigzI01QhsIZZ+OMjANBC4FtPf0Mjzi7egfVBCVt5k5vYd2WoD324gI6ZsH4iXj2ZmZ9jFE7dsohC8LjFTfsVRLNjbQB7I7RiWdaS6bQGG1PX3jhfXA4aHKRpkJje2SCIXdnb4FNUFqzmkZlvgQKuR09rTnaBCX+F0+SLQi/SF7s7o9VOGlvbaJ3cJiREae7L15bUJFqmTu9hREP7j7G/YxDZNrwzGgTMce+Blg0K/ju3LKrj81dfSyaFb/DHowVwOPWHGfakEeHYR0YDgquhX4nzMo6D8UMx7jvuQznHohRC5/pjJqRqREv9FyMzjXSm/VDIuZ7uv+saWzq6mVTVy9m8ZvLRifny5yPOBUgEBzzxe5+dvUO4k5d14Dr2yOHBTNaePDZoAlKoePAtjY1YBYUdDI1lXFqx044cC7f/YuT2W9mYQX+ejBrWhPNjcaOvQPs7i283VxLYwMNFmlPH2M6+WhToLgBO8naW8c68vQNjuBOrCYomYJ3nBrw6JirI2HwT0NzHghupW7r6ae9pTHWSBftLY24Q9/QcKy7OiLVFJ3R88Xufg7ff+YkW4wXrfmd2x4214pZUJrW3Mj+s6bx0LM76emPN3IIjG+CEv1faDzPFHC7+wfH+rOEMbTQPh+Z87DP1OcxrvtZkXkHFsxoHZuZtMCC44zWoPZ6b2QehtEp3GN0wsykASIzSMZsQnfg/Ha6+4Z4ZGMXS2a3xb5bP3Na07hxxKNpK9TCGa089eKe0eEQ67kNuGrAczhoQTAJixkFDU0WrGujk6UUW/D7g0MWcOh+yZoAphRmxtz2FraFv1bnFBhwMmPoRkeUiVsA7xsYjh2wk2xmaxMDw8FtzEwTiIJGQRmtAR8J/wfntJDRCGZFmhAVM5JCki2Y2Urf4AjPbN8bqxYn88W9p3+Y3X2DBc+gmRZm9jYzW2tmI2Z2YtZrl5rZBjNbb2Zn1CqNMjaj5+auXrb1xK8BnxGptd07MEz/0EhRE8Qtn9/OXU9sA2DFgnh9m7KboHSNjmde2DWXuTZzzejZXnDN8fhxp8e+2+ONKANjtc9xY2n2nQCIP4pJpiY/80Oiu8jmmZkfUXc9sa2ovmpzp7fQOzhM3+DwaFqKqgHv6WdTVzC0Y7GTZSWBCuA5ZArBbc2NNBcw9F1GZurczBA5qh0L2rRveLGHoREfvSVZiOiwe3FmFW3L1WwiBe/DjNGaj+HR248FjYLSPL45T5y7MzNbmzALvjC69g7S1GCp+DEDjI7IMDA0EqtwMnorNxxBJW7HtBR4DHgLcFd0oZkdCZwLHAWcCXzFzNJxu6QOLQ0LJb/dvJuhEY9dAM+0q+3aO8iOPfHH8M5YMb+d4XCiueXzYtaATxtf29u1N9545tFBADIysbPgUVCmjW+6MVqpE6cGvG18LXrsAvhoPvYdxaTwHxJ5mqDEjOeZQvfwiBdVAJ8faZaa+VwV+oMqY+HMVgaGRlj/fNBMWAXwlMkUwA+JOR35rLbM0GZhG68pVjuWy/wZLfw2HN88TgE8OppJUANeeLs/CGoIMr/y495mS6IZkdqcsQJ4nFFQghrwzDktpINwQ0PQ43xX7yBd4R2Meh2WLdt+kQJJMQXwXb2DsaekTgN3X+fu63O8dDZwvbv3u/vTwAbgpOqmTjIWzW7FDO57ZgcQtN2NI9O5bltP/1gBvIjObsctnzv6OG6BLVM4zNQ+jxVcC0tHdttrGKs5bi+wKV1rUwMtjQ37tN+OU3DNTseu3kEaY1RmZDcfAWIPCzv6QyK7CUrMAni0ud5xy+ZOsGZuc8eNDZ8ZyjDej8NMq4R7n95Jg8GiOu4srQJ4Dq9cuYCLz1jFt98T7/tjVjhtbeZCidu7N43mTW8dbXccqwa8pTHSCbPwYQijA/X3FNFhJqkygbanfyhWE5TMpEa9WTXghY6NPloA3zuQmuYnAC9ZOnv0cZzpxkdH9tmbKYCn55yUaCnwXOT5xnCZ1EBrUyMLZ7Ry1++C5h8rF8WrTMoUisYVwIuYlOhNxyyhweC9rz441t1kCAu/TQ371BzHboLSn2P86wILnmY2bgztUtqAR9s+z44xLGTOJiijbcBjNqWJpGFac0OsiZEgaLr4F688iKYG4w3HLI61LYyvAd8WDmW4IGYBOlNBetcTL7L/rGk0xfxcJUn9l0wqYFpzI+8/Le8Q5XnNamtmx56BsV7O+nJmRaTWI04tTFt2G/ACC4xjbfYGUzV7Y6bNYU//0GiHykJug2Y3QYnTfAXGCuADQyN1PdxTtmjHnZetmFfwdpkC+PO7+xiOMSRaPTGznwL753jpMnf/Qb7NcizzHMswswuBCwGWL6/fsbaTbsX86dzbvYOmBovdAXLWtCZaGhvY1jPAnPZwyLkimqBMb21i7afOLGq22KAPUfPYjJ574zXdGG17naPmOM4ACbPamkcr1TJpiVMZEW3OA7CrN97Y19mdUWFsZs5Cf0hkN8fZuXewqDsaAJeedQT/7/WrYg2znDGuBnzPAK1NDQV3iM04aMF0GixoPri8zudMSd+3Rw3NmtbMM9v2sDucXS/uGJtpdOTiWaOP48yalenQOjLiwayPMW/X7Q6bCLQ2NcSueUmisVqQwdEJigrpPZ49q2icJijA6KQHA0MjLJmTnhF6AK5+5wn0hhMUFSpzzjfuDEZJSsPdlWzu/roiNtsILIs8PwDYnGf/VwNXA5x44ok5C+lSupcfPI97n9nB/BktsWOgmQWzHvb0jxa8ix1topiCWkYwnnk462HvINNbCu+XFZ2JOSNz9zBOs8SZ05pGm5Xu2BOkYVqMSfbaWhqZ1twwOmrHrpgjyuRsShNzFJSmxqCgm6kc3Ll3oOj3s6HBin5Px9WAd/ezYEZr7GaNrU2NzGlvYceeAU45eEFR6UiK+i+ZJMjstmZ29w3R3TfIjJYmGhrS0V62FEctCW71H7RgeqxbRbPagqmQewaGcC98RtKxDi9DqRqlYqwJynCkj8Hk5yRzizJzN6F3YJgGC4Z6LERmxsigCUp6asAhmHL87GPjtZLI1Fxt3NkL6C5XxK3AuWbWamYHASuBe2ucpint9KP2xww+tvqIorYPph0fYGt3H61NDTWpUJrb3jJa69y1N96kWdNzdMLM1BwX2gYcGDfz4o49/UU1xZk/vZUdezLTpwczkxZqZnj3szvHKChx7u5mYjlkZpCsfjyfNa2Z5kbjhe4+tu0ZiD2VfcbH33AEZnD6UYvKnMLqSl/1TQ3NagumnN3dOxR7zNS0Wj6/nX992zG8+rCFsbabNa2Zx/u6RwNGoWOFZkbu2N0b9N4v5rZpEo02QekbGm3TWMhnLFNDkgnYvYNBh9ZCax0Wzmilc3cfw+6jYwtPZS1NDbQ1N/L0tj1AcR3T6pmZvRn4IrAQ+JGZrXH3M9x9rZndCPwWGALe7+77zgMuVXP00tn87h/OKvoO4H4zp/H8rj5aGhs4YG5bTTpgz53ezPrnu4Gg4Do7xvXW3Bhcq7nagMepAV8wo3X0et9RZNONudOb2RmO4rKtu5+V+xU+Lntm7oWerBrwxgaL1bRndlvz6N2EnXsGOGBu9ZtvNDQYS+e0sXFnL1t393HA3OJGMHnzcQfwhpcuqfu72yqAl9Gsac0MjThbu/tSeWu6WG894YDY22R+rWeGdCy0Q2tD2Lt8d98gO/cWPvZ40kWH5OruG6LBCptMorUpmNQo2p4+zu3TA+a2jdYaLZtX3+3tymV2WzOPh4WC/WfXbw/8Yrj7zcDNeV77DPCZ6qZIJlJKAWX5vHbueWo7ZtSksAbjm6C82NM/bvSiQgTNR8YXXM0K74QOQdPJbT39uDs79vSzMOaoHRDkY/ueAdydbT0DsUZeasr5QyIYmjfOj6LMFO6QaQNem+/GZfPaeW7HXp7ZvodXHFp8E5J6L3yDmqCUVaZG8smtPUWNmSpjMtPvdvUGtQZxZsuaNa2Z3b1D7NwzkJr3ob25kQYLOpcGs4oW1ovezJje0jTa+aivwCnsM5ZHCt1xO3Kl1aJZwTi0weN0tYsXyThowXT2DgyzdvNuls2rzVjLc9tb6No7wMiI82J3cRMKRQvgu3sHmTWtOVbz0IXhpF09/UPs3DNYVNvp+dODpjS7e4cYGB6J3fQi+4dEMAdB/BkkX+zuZ2h4JJwYrzbfjQfMbeORjbvoGxxhRYwRqNJIBfAyyoxPuXlXH4tn1+/g8Ekwa1ozIw7P7wpmu4rbaWVX72BJHU2SpqHBRjuexJ0Cva2lcbTz0d6BoVi1P9Fa7xV13uO8XJaHP0SmtzSqDbikVrRwtKxGNeDzZ7Qw4rB9zwAvdhdTA948ru307pixE6JDMg6wfU9/Uc0a504POrS+2BN8nxX1Q2JcPgZj52PhrKAAnhlWcn6R7a9LFZ2QKc4QsGmkAngZLYu0Z0rbiBHVlmlykunsFufX/sKZrWzt7itpqKUkmje9hZ17g2Eu45yP6a1No8MP9g6OxOrBnpk8o6Wpoa5nHCunzA+R+UXcihapF0ctGRvB6lUx+/CUS6Yi67dbipvRc2Zr07gZJDM14HFkCuC/e6GbvsGRoirXls4JmvJt2Lpn3D4LNbO1aVwb8N0xR1KBoAZ8YHiEdWHzuSU1qiR85cqxZidHREZJm4rUULmMls4ZqyVQDXhpMkFy0+hoE4V/VBfPnsZ9z+xgeMRTUwMOQYe/7T0DuMc7H+2RGvDemDXg7S1NPPTx19M3FG+4vjTL1AbGLQyI1JMFM1p576sP5oFndnL4/oV3GiynpeGP/kee6wLiX3MzpzXxwu6+0efdfUOxJ8jLNDO7P5xVtJiOg5l8PPD7YB9F1eRHf0j0DY3us1CZc5c5l7WqUDlqySyOXz6Hkw+en5omosVSAbyMojWLi1UDXpLMr/tNXcUUwNtGp14vdpijJJo3vYWntvUwNOKsWlT4F2JQAB8bB3y/mfFqTtL0I6YcTjt8P/745OV88HWH1TopIhV16VnFDWFYLpk7yb95Oii4xq3Yym47vbtvcFy/lkIcOL8dM/jlE8GsosV0SM1s88snttFgxJ5AZkZrE1u7x35I7O4d5IjF8X4UZQrcmXNZq7v0ZsZNf3VqTY6dNKrSKrM/f8VBvObw/Th++dxaJ6WuZcZ7ffLFHma2NsUaQ3zx7LHAEme4p6SbOz1oA/7Crr5Ynf/aW5pGRzLp6RsqePY0yW3hzFb+8c0vUQ24SIXNm95Ca1MDv9oQFH4z05AXakZr87gp3ItpujGtuZGlc9pGRz5aWkQNeKbW/PHnu1k2r53WpngT2cyYltUEpS/emOgAK8Nz96sN22hvaYy9vZSfvonL7O/ecGStk5AKmV/rW3b1xartBVgcubV28ML0dPKYP72FbT1BB5r9Z8cpgDeyObyT0NMfvxOSiEgtmBkrF83gsU272X/WtNiFxsxoWsMjTmODsbuI0UMADlk4g407e4tKA8Cc9mb2m9nK1u5+DlkY70cEhDX54Q+JkRGnpz9+Pua0t7BwZtAR89D9ZtRkXHcZr6Y14Gb292b2iJmtMbM7zGxJ5LVLzWyDma03szNqmU6pvrntzUxrDj6ecW+VnXjg2N2HOGNeJ91+s8ZqXPePWQOeaYKyu29odExxEZGkO2nFfKC4ypTR6ejDQnhPf/w24DDWCfWYZbNjbwvBD4mXLA22jTspHYSdMPuHGBlxuvvC2aGL+CGQGXXk5QfPj72tlF+tv4mvcPePA5jZ3wCfAN5nZkcC5wJHAUuAn5rZYZpZbeowC2bMevLFPbFv+U1vbeJXHz1tdPKZtIjeCYjTBGV6ayM9/UP0Dw0zMDRSVA2QiEgtvOX4pdz3zA4+ffZRsbfNFMC7+wYZHnEg3ohaGeefciBbu/t4+4nLYm+bcenqw1m5aCZ/cvLy2NvOamvGPZiOfnfYGbOYO5n/cM7RfOjGhzn72CWTrywVV9MCuLvvjjydDnj4+GzgenfvB542sw3AScDdVU6i1NCCGa1BAXxO8Z1e0uTw/ceGbIpTGzS7LehBn5lVVG3ARaReHL10Nj/861cUte3ccBjarr2D9A0GFTLFjH/d3NhQcofUQ/ebySVnHV7UtpnRQnbsGWB3b1AAL2Y88sMWzSz6XEr51fyb2Mw+A5wP7AJOCxcvBe6JrLYxXJZr+wuBCwEWLVpEZ2dnrOP39PTE3qYWpmI6T5g1xN4Fjczq+T2dnc+VZZ9Q3+dyQZuxbGYD6x68h3UF7ufFTYOMOPzo578CYOPTT9A58EzF0phE9ZJOESmfTGF7W0//6PCr9Tj03VgBvJ9dYQG8HvMh41W8AG5mPwX2z/HSZe7+A3e/DLjMzC4FPgB8EsjVO8BzLMPdrwauBjjxxBO9o6MjVvo6OzuJu00tTMV0dgAfKcuexqvnc3nPK0doMIs1lfLWGc9x/fpH2P+QI+HuBznpuJfSceSiiqUxieolnSJSPvOnB/1mtvcM0N5SvwXwaD66wgJ43Ml8JHkqXgB399cVuOp3gR8RFMA3AtHGVgcAm8ucNJG6E2c4xoxMr/3MrKJqgiIiU8G8GWNNN3oHgwJ4pjBbT6L5yBTAazWVvJRPrUdBWRl5+ibg8fDxrcC5ZtZqZgcBK4F7q50+kTTIdDraWMSsoiIi9WpmaxMtjQ1s29PPjj3BEK5zp9dfJ/RMe+/tewbYHjanaW9RHK93tX4HP2tmq4AR4PfA+wDcfa2Z3Qj8FhgC3q8RUESKk6kBf3bHXqC4UQBEROqNmTFvegs7egbobx1hZmtT7ElwkmBacyPtLY1hE5SBumxGI/uq9SgofzTBa58BPlPF5Iik0uz2oMD9xNZgJrfoeOIiImm236xWnt/dR1tzI4tiTGCWNPvPnsaWXb109w1pFt6UqHUNuIhU2JywBvy5Hb3MbmtO1eREIiITWTavnbWbdjGtuZED59Xv8LTL57Xz3M697Ood5PjlcyffQBKvpm3ARaTyprc2MSesBV+k2m8RmUIOnNfOczt7eXrbHpbVcQF82dx2nty6h007e+v6h4SMUQFcZAo4cH4wcU+cGTRFROrdivnTGR5x+odGWF7HBdfl89rpHRxmxGH5/MInYpPkUgFcZApYErZ9VAFcRKaSVfvPHH185JJZE6yZbEdF0r5q0cwJ1pR6oQK4yBSQqfl54zFLapwSEZHqeekBs0cfn7RiXg1TUpqTD54/+vjopfX7Q0LGqBOmyBTwgdccyhlH76/OOyIypZgZv/roaQwOe6wZhJOmscH4+YdeTWtzI2b1mw8ZowK4yBQwc1qzCt8iMiUdMLd+235HHbxwRq2TIGWkJigiIlIQM3ubma01sxEzOzGyfIWZ9ZrZmvDvqlqmU0Qk6VQDLiIihXoMeAvw1RyvPenux1Y3OSIi9UkFcBERKYi7rwPUBlVEpERqgiIiIuVwkJk9ZGa/MLNX5lvJzC40s/vN7P4XX3yxmukTEUkM1YCLiMgoM/spsH+Oly5z9x/k2WwLsNzdt5vZCcAtZnaUu+/OXtHdrwauBjjxxBO9XOkWEaknKoCLiMgod39dEdv0A/3h4wfM7EngMOD+MidPRCQV1ARFRERKYmYLzawxfHwwsBJ4qrapEhFJLnNPzx1AM3sR+H3MzRYA2yqQnHJTOsunHtII9ZHOekgj1Ec6D3T3hbVOxETM7M3AF4GFQBewxt3PMLM/Aj4NDAHDwCfd/YcF7K+YmA318X7WQxqhPtJZD2kEpbOc6iGNJcXsVBXAi2Fm97v7iZOvWVtKZ/nUQxqhPtJZD2mE+kmnFKYe3s96SCPURzrrIY2gdJZTPaSxVGqCIiIiIiJSRSqAi4iIiIhUkQrg4XBYdUDpLJ96SCPURzrrIY1QP+mUwtTD+1kPaYT6SGc9pBGUznKqhzSWZMq3ARcRERERqSbVgIuIiIiIVFHqCuBmdqaZrTezDWZ2SY7Xzcz+I3z9ETM7frJtzWyemd1pZk+E/+fWIo1mtszM/tfM1pnZWjP728g2l5vZJjNbE/6tLiWNpaQzfO0ZM3s0TMv9keVJOZerIudqjZntNrOLwtdqcS4PN7O7zazfzD5cyLblPpelpLOan80Sz2VVPpdSuBLjjGJ2GdIZvla1a6OE81m1uF1inFHMLkMaw9fSG7PdPTV/QCPwJHAw0AI8DByZtc5q4MeAAS8HfjPZtsC/AJeEjy8B/rlGaVwMHB8+ngn8LpLGy4EPJ+Fchq89AyzIsd9EnMsc+3meYEzPWp3L/YCXAZ+JHrtan8sypLMqn81S0litz6X+yv5+KmZXOJ3ha1W5NkpNZ9Z+KhK3S4kz1fpcliGditk1/ktbDfhJwAZ3f8rdB4DrgbOz1jkb+JYH7gHmmNniSbY9G7g2fHwtcE4t0ujuW9z9QQB37wbWAUtLSEtF0jnJfhNxLrPWeS3wpLsXMyFIWdLp7lvd/T5gMMa25TyXJaWzip/NUs7lRMp9LqUwitnlUw8xu5zprGTcVswuH8XsPNJWAF8KPBd5vpF9P1D51plo20XuvgWCDy3Br7VapHGUma0AjgN+E1n8gfB23TfKcDum1HQ6cIeZPWBmF0bWSdy5BM4FrstaVu1zWcy25TyXpaZzVIU/m6WmsRqfSymcYvbUitnlSGdGJeO2YnYyziWkOGanrQBuOZZlD/OSb51Cti2HUtIYvGg2A/hv4CJ33x0uvhI4BDgW2AJ8rsbpPNXdjwfOAt5vZq8qMT25lONctgBvAr4Xeb0W57IS28ZV8rGq8NksNY3V+FxK4RSzp1bMniwNBa1ThbitmJ2McwkpjtlpK4BvBJZFnh8AbC5wnYm2fSFz+yv8v7VGacTMmgkulu+4+02ZFdz9BXcfdvcR4GsEt31KUVI63T3zfytwcyQ9iTmXobOAB939hcyCGp3LYrYt57ksNZ3V+myWlMYqfS6lcIrZUytml5zOUKXjtmJ2Ms5lqmN22grg9wErzeyg8BfyucCtWevcCpxvgZcDu8LbFxNteytwQfj4AuAHtUijmRnwdWCdu38+ukFW+7g3A4+VkMZS0zndzGaG6ZoOnB5JTyLOZeT188i6jVmjc1nMtuU8lyWls4qfzVLSWK3PpRROMTswVWJ2SemMvF7puK2YPUYxu1I8AT1By/lH0Hv6dwS9bi8Ll70PeF/42IAvh68/Cpw40bbh8vnAz4Anwv/zapFG4BUEt24eAdaEf6vD174drvsIwQdzca3OJUFv54fDv7VJPJfha+3AdmB21j5rcS73J6gp2A10hY9nVfNzWUo6q/nZLCGNVftc6q+s76diduXTWdVro8T3vCpxu4A0KmZXPo2pjtmaCVNEREREpIrS1gRFRERERCTRVAAXEREREakiFcBFRERERKpIBXARERERkSpSAVxEREREpIpUAJdUMrP5ZrYm/HvezDaFj3vM7CsVOuZFZnb+BK+/wcw+VYlji4jUO8VtmUo0DKGknpldDvS4+79W8BhNwIPA8e4+lGcdC9c51d33ViotIiL1TnFb0k414AKAmX3MzK4p97oF7MvN7NBy7KvA43WY2f+Ejy83s2vN7A4z2xim5Qoze9TMXjSzd4frnWBmvzCzB8zs9qxZwjJeQzA18lC4zd+Y2W/N7BEzu97MOoH3AJ3AG6qSWRGpe2Ht78Hh42+a2T/UMC2dZvbnNThurrjdG9aSv8XM7jKzHWb2EwumVy81br9gZs8AeFBL2YnitpSZCuApZGbvCguRe8MAdaWZzZloG3f/R3cvKLDGWbccwi+dITNbUoHdHwL8IfAX4fNOd38J8CtgRxjMrwda3f0E4BvAZ3Ls51TggcjzS4Dj3P2lBDN+ZdwPvDJOAs3sPWb2uJl1h18MP8pMz1sJZrYi/DHSVKljiMh4ZvZMWKjsifwtcfcZ7v5UjvU7zGxjLdI6kfD7x83s7RU8zCHAC8AngP8C/snd5wG9wJ+ZmQNfBN5aTNwGrgR+E1lecNw2s1eY2f+Z2a7wR8Gvzexl8bIXT/jZeV0ljyHlpwJ4ypjZh4B/Bi4GZgMvBw4E7jSzljzbJLagZWbTgT8CdgF/UoFD/NjdB4HHw+e3h/8fBVYAq4ADgKPNbA3wd+HzbIuBFyPPHwG+Y2Z/CkRvbW4FCv4hYWavBv4ROM/dZwJHADcWun2lJPkzI1LH3hgWuDN/myt1oApewxcAO8L/lfLj8P/TQCPwk/D5o4zF56MJvvfWEDNuAy8lmKY9o6C4bWazgP8hKPzPA5YCnwL6J9u2khSvk0kF8BQJL/5PAX/t7j9x90F3fwZ4O0Eh/E/D9S43s++b2X+Z2W7gXeGy/4rs63wz+72ZbTezj0d/YUfXjdSWXmBmz5rZNjO7LLKfk8zsbjPrMrMtZvalfD8E8vgjoAv4NFkBPUzH98J8dIe1/oeZ2aVmttXMnjOz0yPrdxLUdJ9qZruAcxm7BrI7Q5wP/AFwMNAKtAGHAsvc/fQct2JXhGnM+DfgJODrwHOAhcunAb1m9m4zW2dmO8Pbowfmyf/LgLvd/SEAd9/h7te6e3eYp2+a2VVmdmd4Dn4R3ZeZHR6+tsPM1kdrpcyszcw+F77Pu8zsV2bWBtwVrtIV1sKdEtZq/drM/s3MdgCX5/jMjKs5D8/RP4S1QT1m9kMLOll9x8x2m9l9ZrYiT75FhNzN9MKKiR8DS6K15WbWYGaXmNmTYey+0czmhdtkrs/3mNmzwM/D5XljkZm93oK7b7vM7EuMxbF8aT0QeDVwIXCGmS2KvNZhQVO/j4TxeYuZnWNmq83sd2GM+lhkdx3A+WZ2A3Ab8EozOyZ8LVOgdWAQ+GQYi0aAvw5fm04Qs/8S+G+CQnQmLSssqCXvA6aZ2UFm9guCGvEVBHH/LBsruB4DvCr8HnvYzDrynILDANz9Oncfdvded7/D3R8Jj5uJo18Mz+njZvbaSLpmm9nXw3OzKYyfjZHX/yJ8r7otaCpzvJl9G1gO/DD8HHwk13ttOe6Y2L7f6wV/n0rpVABPlz8gKODdFF3o7j0Ewfr1kcVnA98H5hD84h9lZkcCXyGocV5MUJO+dJJjv4Kgtvi1wCfM7Ihw+TDwQWABcEr4+l/FyNMFwHUEzUAON7Pjs15/I/BtYC7wEEENdkOY3k8DX81a/3SCWo4lBMH6nEmO/xOCGpLH3H0GsNDMjsqx3haCc4+ZLSQ4t/+P4Pw2EQR2CAL0CPAx4C3AQuCXYR5z+Q3BF9mnzOxUM2vNsc6fAH9PcI7XEL6f4Zf0ncB3gf2A84CvRNL/r8AJBJ+becBHwrS9Knx9TlgLd3f4/GTgqXBfuW7n5nIu8E6C9+MQ4G7gP8PjrQM+WeB+RCTk7nuAs4DNWbXlf0MQ015NEON2Al/O2vzVBHfSzjCzc8gTi8xsAUHB9e8IYsuTjMWxfM4H7nf3/ya4vrPvWu5PECeXEjQf+RpBxdAJBE08PmFhe/fQUcD3COL8JuAWJi+3ZEZLeRp4fRi/Ggi+x7I9TlBI/y5BU5QTCOL2IUALMMPMMrXY/0MQtz4M/HcY57P9Dhi2oI36WWY2N8c6mTi6gCD+3ZT5kQRcS3DH9FCCpjCnA38OYGZvAy4nOMezgDcB2939ncCzjN09+ZfIsUbf69ynah9xv0+lBCqAp8sCYFue3txbwtcz7nb3W9x9xN17s9Z9K/BDd/+Vuw8QBMrJhsv5VPhr/2HgYYIaA9z9AXe/x92Hwtr4rxIEhUmZ2XLgNOC77v4C8DP2va35S3e/Pczz9wi+RD4bNiu5nqA2Y1pk/TuB7vAL7H+BY6I1DNnC/H8ZWGFmDxMUcP8gx6qPMBbg30Bwvj4J3EdQWH0+fO004CCCNovrwnT/I3Cs5agFd/dfEnw5Hg/8CNhuZp/PSvOP3P0ud+8HLgNOMbNlYTqecff/DM//gwRfqG81swbg3cDfuvumsLbm/8J95LPZ3b8Y7iv7M5PPf7r7k+6+i+BH4JPu/tPI+3VcgfsRmQpuCWtZu8zsliK2fy9wmbtvDK/lywmu92gThMvdfU94Db+X/LFoNfBbd/9+GE//nbE4ls/5BIVZwv/Z8XoQ+EwkPi8AvuDu3e6+FlhL0PwjY6O7f5+gIucpglieqylJLu8A/jmM2+8j+G7I9hOCiqmXERSyv0EQ74eBx929i+AHwk7g8+H35Z0EbcJXZ+/M3XcTVEY5wY+LF83s1uidAIKa+H8P71DfAKwH/jBc5yzgovD92UpwJ/XccLs/B/7F3e/zwAZ3//0k5yD6Xhdi0u9Tm6Q/mRROBfB02QYssNztvRaHr2c8N8F+lkRfD4de2j7JsaOBeS8wAyC8hfU/FnQG3U0Q4Bfk2kEO7wTWufua8Pl3gD+2sJd76IXI416CHyDDkecAX4oMZfVrd8/0Zv8IQfvBXOl5BrgjfPws8Ki7H+PuR7n713Ksvx0YMrOVwCLgdnd/ibsf7e6fJTifswiasswHvpD5oiVoL2nkucvg7j929zcS1L6cDbyLsFYkFH2vesL9LSFodnRy5Au9i6BGav8wz9MIarUKNdFnJp/s9yf7+Ywi9imSVue4+5zw75witj8QuDlyva8jKExGC4DPZa2fLxZlfw84E8QAMzuVoHLh+nDRd4GXmNmxkdW254jP+WJCJ3BveOzOMG5vJIito0MThncmM48vJyj4Ajzs7q9y92MIasU35Ej2s+Exd7v7Lnd/hQed8K8k+DEAcDjB9+cvI+fpFeGyfYQ/Zt7l7gcQtENfQvDjJWNTeC4zfs9YvG4GtkSO81WCO44Ay4gXryF+zC7k+1Qxu0xUAE+Xuwnaxr0lujBsinAWQQ1yxkQ12luI1DJY0C54fpFpupLgNt9Kd59FcLtzwnaEEecDB4eF9+eBzxMUHM8qMi0QBLGM5QQ1MtvyrJuR61ztAdojz/cnKLQvJjh/o8cxMwufzwM+RBAU3xv5op3j7m3u/n8TJiKoffkZQdvNo3PlycxmhMfZHB7nF1nHmeHufxnmuY/gVmsh+c21PNc5EJHqyHWdPgeclXXNT3P3TXm2mygW5Ytj+VxAENvXhPE6M4pI3kluChA9fgPB99JkHVMLjdcZnwJmhd+TGcuztr0l6xxNDytWJk6I++PANxkfr5eG5zJ6rEy87gcWRI4zy90zTQafI3e8hsJi9rhzEN5FzXVXQKpEBfAUCW/zfwr4opmdaWbNFnRy+x5BzcG3C9zV94E3mtkfWNBh8lMUXmjONhPYDfSY2eEEHWImZWanEASbk4Bjw7+jyX1bM44/NbMjzaydoE3b9yO/8PN5ATjAxnceXQO8xczaLegg9R6g193vImgqcpQF49M2EbTL3J+gOcga4Crg0kxb7LDjzdtyHdjMzjazc81srgVOImjCc09ktdUWDH3VQtAW/Dfu/hxBm8XDzOyd4Weh2cxeZmZHuPsIwe3Wz1vQeavRgs6WrQRt3kcIOiJNZA1Bx6TlZjYbuHSS9UWkfF4A5ofXXsZVwGcyzdnMbKGZnT3BPiaKRfni2D7MbBpBZ/8LGYvXxxJ0iPyTPHdlC3FC5PgXERRQ75l4k5zxaw15YpW7/y9Bk5JPmVmLmb2CoC10xj8TdNw/I4yT0yzo0LhPUxgLOr1/KPNa2BTwvKw07wf8TRiP30bQRvs2d99CcNf1c2Y2y4IOtYdYMBIWwDXAhy0Y39zM7FAba7b4ApPH698RdDj9w/Au8t8RDDAgNaICeMp40AHjYwQd7HYT1EI8B7x2kva90X2sJQic1xPUgnQTtFsrZiilDwN/HO7ja8ANBW53AfADd3/U3Z/P/AFfAN5gY51W4vo2QY3E8wRNMP6mgG1+TnA78nkzy9SW/xswQBD4riXSkdXdtwFvAz5L0DRlJfDryOs3EwT168NmOY+Rv1Z/J8HILU8QvJ//BVzh7tGOs98laG++g6AT0Z+Ex+km6MRzLkENy/PhcTNB98MEw3bdF277z0BD2OToM8Cvw1uhL8+VsLAt5A0E7d8fICjwi0gVhLWr1wFPhdfpEoL4eCtwh5l1ExT8Tp5gH3lj0WRxLMs5BE0UvpUVr79O0MzvzCKz+QOCttw7CZokviVsj5xXrvhVQKz6Y4LztIMgln4rsr/nCJr+fYygcP8cwTC/ucpP3eF+fmNmewjO/2MEdz4zfkNwLreF6Xyru2eaeJ5P0Pnzt2Gev0/Y1MXdvxeu/93wOLcQ3O0E+Cfg78L8fjjPedlFMADCNQQdWvcQVMxJjWgqeplU2Kyhi6AZydM1Tk7RLBiG8L/cvSyzeCaBmX2ToKPS39U6LSIi5WLBVPSHuvuf1jot5WJm7wL+3N1fUeu0SO2pBlxyMrM3hs0rphPUpj9K0MZZREREREqgArjkczZBs4XNBLfLznXdLhEREREpmZqgiIiIiIhUkWrARURERESqSAVwEREREZEqKnZszkSaM2eOH3roobVORsn27NnD9OnTJ1+xDigvyZOWfEC68vLAAw9sc/cpNTFGWmI2pOezmJZ8gPKSRGnJB5Qes1NVAF+0aBH3339/rZNRss7OTjo6OmqdjLJQXpInLfmAdOXFzH5f6zRUW1piNqTns5iWfIDykkRpyQeUHrPVBEVEREREpIpUABcRERERqSIVwEVEREREqkgFcBERERGRKqpYAdzMlpnZ/5rZOjNba2Z/Gy6fZ2Z3mtkT4f+5ebY/08zWm9kGM7ukUukUERHFbBGRaqpkDfgQ8CF3PwJ4OfB+MzsSuAT4mbuvBH4WPh/HzBqBLwNnAUcC54XbJsotD23i1M/+nIMu+RGnfvbn3PLQplonSUSKpOs5/TFbRCQpKlYAd/ct7v5g+LgbWAcsBc4Grg1XuxY4J8fmJwEb3P0pdx8Arg+3S4xbHtrEpTc9yqauXhzY1NXLpTc9OhW/tEXqnq7n9MdsEZEkMXev/EHMVgB3AUcDz7r7nMhrO919btb6bwXOdPc/D5+/EzjZ3T+QY98XAhcCLFy48IQbb7yxUtkY50Ode9net++5mz/N+FxHe0n77unpYcaMGSXtIymUl+RJSz6gfHmp5PVcqNNOO+0Bdz+xKgebRBpjdqWl5bpKSz5AeUmitOQDSo/ZFZ+Ix8xmAP8NXOTuu82soM1yLMv5S8HdrwauBli1apVXa4D3HT/5Ue7lfV7yIPNpGqheeUmetOQDypeXSl7P9SatMbvS0nJdpSUfoLwkUVryUQ4VHQXFzJoJAvl33P2mcPELZrY4fH0xsDXHphuBZZHnBwCbK5nWuJbMaYu1XESSS9dzIM0xW0QkSSo5CooBXwfWufvnIy/dClwQPr4A+EGOze8DVprZQWbWApwbbpcYF5+xirbmxnHL2pobufiMVTVKkYgUS9dz+mO2iEiSVLIG/FTgncBrzGxN+Lca+CzwejN7Anh9+BwzW2JmtwG4+xDwAeB2go5AN7r72gqmNbZzjlvKP73lJbQ0Bqdw6Zw2/uktL+Gc45bWOGUiEpeuZyDlMVtEJEkq1gbc3X9F7naBAK/Nsf5mYHXk+W3AbZVJXXmcc9xSrrv3WQBueO8pNU6NiJRiql/PUyFmi4gkhWbCFBERERGpIhXARURERESqSAVwEREREZEqUgFcRERERKSKVAAXEREREakiFcBFRERERKpIBXARERERkSpSAVxEREREpIpUABcRERERqSIVwEVEREREqkgFcBERERGRKlIBXERERESkilQAFxERERGpIhXARURERESqqKlSOzazbwBvALa6+9HhshuAVeEqc4Audz82x7bPAN3AMDDk7idWKp0iIhJQ3BYRqY6KFcCBbwJfAr6VWeDu78g8NrPPAbsm2P40d99WsdSJiEi2b6K4LSJScRUrgLv7XWa2ItdrZmbA24HXVOr4IiISj+K2iEh1VLIGfCKvBF5w9yfyvO7AHWbmwFfd/ep8OzKzC4ELARYuXEhnZ2e50zqhrq5egLIet6enp+r5qBTlJXnSkg8of14qcT2nSFnidq1jdqWk5bpKSz5AeUmitOSjHGpVAD8PuG6C1091981mth9wp5k97u535VoxDPJXA6xatco7OjrKntiJXLn+bgA6Ok4p2z47Ozupdj4qRXlJnrTkA8qfl0pczylSlrhd65hdKWm5rtKSD1Bekigt+SiHqo+CYmZNwFuAG/Kt4+6bw/9bgZuBk6qTOhERyaa4LSJSXrUYhvB1wOPuvjHXi2Y23cxmZh4DpwOPVTF9IiIynuK2iEgZVawAbmbXAXcDq8xso5m9J3zpXLJuY5rZEjO7LXy6CPiVmT0M3Av8yN1/Uql0iohIQHFbRKQ6KjkKynl5lr8rx7LNwOrw8VPAMZVKl4iI5Ka4LSJSHZoJU0RERESkilQAFxERERGpIhXARURERESqSAVwEREREZEqUgFcRERERKSKVAAXEREREakiFcBFRERERKpIBXARERERkSpSAVxEREREpIpUABcRERERqSIVwEVEREREqkgFcBERERGRKlIBXERERESkilQAFxERERGpoooVwM3sG2a21cweiyy73Mw2mdma8G91nm3PNLP1ZrbBzC6pVBpFRGSM4raISHVUsgb8m8CZOZb/m7sfG/7dlv2imTUCXwbOAo4EzjOzIyuYThERCXwTxW0RkYqrWAHc3e8CdhSx6UnABnd/yt0HgOuBs8uaOBER2YfitohIdTTV4JgfMLPzgfuBD7n7zqzXlwLPRZ5vBE7OtzMzuxC4EGDhwoV0dnaWN7WT6OrqBSjrcXt6eqqej0pRXpInLfmA8uelEtdzSpQtbtc6ZldKWq6rtOQDlJckSks+yqHaBfArgb8HPPz/OeDdWetYju083w7d/WrgaoBVq1Z5R0dHWRJaqCvX3w1AR8cpZdtnZ2cn1c5HpSgvyZOWfED581KJ6zkFyhq3ax2zKyUt11Va8gHKSxKlJR/lUNVRUNz9BXcfdvcR4GsEty2zbQSWRZ4fAGyuRvpERGQ8xW0RkfKragHczBZHnr4ZeCzHavcBK83sIDNrAc4Fbq1G+kREZDzFbRGR8qtYExQzuw7oABaY2Ubgk0CHmR1LcGvyGeC94bpLgGvcfbW7D5nZB4DbgUbgG+6+tlLpFBGRgOK2iEh1VKwA7u7n5Vj89TzrbgZWR57fBuwz1JWIiFSO4raISHVoJkwRERERkSpSAVxEREREpIpUABcRERERqSIVwEVEREREqkgFcBERERGRKlIBXERERESkilQAFxERERGpIhXARURERESqSAVwEREREZEqUgFcRERERKSKVAAXEREREakiFcBFRERERKpIBXARERERkSpSAVxEREREpIoqVgA3s2+Y2VYzeyyy7Aoze9zMHjGzm81sTp5tnzGzR81sjZndX6k0iojIGMVtEZHqmLQAbmbtZvZxM/ta+Hylmb2hgH1/Ezgza9mdwNHu/lLgd8ClE2x/mrsf6+4nFnAsEREJKW6LiCRbITXg/wn0A6eEzzcC/zDZRu5+F7Aja9kd7j4UPr0HOKDwpIqISIEUt0VEEqypgHUOcfd3mNl5AO7ea2ZWhmO/G7ghz2sO3GFmDnzV3a/OtxMzuxC4EGDhwoV0dnaWIWmF6+rqBSjrcXt6eqqej0pRXpInLfmA8uelEtdzjSQ2btc6ZldKWq6rtOQDlJckSks+yqGQAviAmbURBFfM7BCCmpWimdllwBDwnTyrnOrum81sP+BOM3s8rJnZRxjkrwZYtWqVd3R0lJK02K5cfzcAHR2nTLJm4To7O6l2PipFeUmetOQDyp+XSlzPNZLYuF3rmF0pabmu0pIPUF6SKC35KIdCmqB8EvgJsMzMvgP8DPhIsQc0swuANwB/4u6eax133xz+3wrcDJxU7PFERKYgxW0RkQSbtAbc3e80sweBlwMG/K27byvmYGZ2JvBR4NXuvjfPOtOBBnfvDh+fDny6mOOJiExFitsiIsmWtwBuZsdnLdoS/l9uZsvd/cGJdmxm1wEdwAIz20hQI3Mp0EpwexLgHnd/n5ktAa5x99XAIuDm8PUm4Lvu/pPYORMRmWIUt0VE6sNENeCfC/9PA04EHiaoSXkp8BvgFRPt2N3Py7H463nW3QysDh8/BRwzYapFRCQXxW0RkTqQtw24u5/m7qcBvweOd/cT3f0E4DhgQ7USKCIihVHcFhGpD4V0wjzc3R/NPHH3x4BjK5YiEREpleK2iEiCFTIM4Tozuwb4L4Ihrf4UWFfRVImISCkUt0VEEqyQAvifAX8J/G34/C7gyoqlSERESqW4LSKSYIUMQ9gH/Fv4JyIiCae4LSKSbJMWwM3sacLZ1KLc/eCKpEhEREqiuC0ikmyFNEE5MfJ4GvA2YF5lkiMiImWguC0ikmCTjoLi7tsjf5vc/d+B11Q+aSIiUgzFbRGRZCukCUp0ZrUGgpqVmRVLkYiIlERxW0Qk2QppgvK5yOMh4Gng7ZVJjoiIlIHitohIghVSAH9POM3wKDM7qELpERGR0ilui4gkWCEzYX6/wGUiIpIMitsiIgmWtwbczA4HjgJmm9lbIi/NIuhVLyIiCaK4LSJSHyZqgrIKeAMwB3hjZHk38BcVTJOIiBRHcVtEpA7kLYC7+w+AH5jZKe5+d9wdm9k3CL4Itrr70eGyecANwArgGeDt7r4zx7ZnAl8AGoFr3P2zcY9fj255aBNX3L6eTV29LL3n51x8xirOOW5prZMlkji6VnJT3K4+fRZFJqfrZF9524Cb2UfCh39sZv+R/VfAvr8JnJm17BLgZ+6+EvhZ+Dz7uI3Al4GzgCOB88zsyAKOV9dueWgTl970KJu6egHY1NXLpTc9yi0PbapxykSSRddKforb1aXPosjkdJ3kNlEnzHXh//uBB3L8Tcjd7wJ2ZC0+G7g2fHwtcE6OTU8CNrj7U+4+AFwfbpdqV9y+nt7B4XHLegeHueL29TVKkUgy6VqZkOJ2FemzKDI5XSe5TdQE5Yfh/2vzrVOERe6+JdzvFjPbL8c6S4HnIs83Aifn26GZXQhcCLBw4UI6OzvLl9oCdIW/6Eo9buaXYa7l1c5TOfX09NR1+qPSkpd6z0clr5VyXc+1Ug9xu9Yxu5zSGLfrPT5EKS/JkMbrpBwmGgXlh4Dne93d31SRFIHlOtwE6bgauBpg1apV3tHRUaFk5Xbl+qCZZUfHKSXtZ+k9P8/5IV06p41q56mcOjs76zr9UWnJS73no5LXSrmu51qph7hd65hdTmmM2/UeH6KUl2RI43VSDhONgvKvFTjeC2a2OKxFWQxszbHORmBZ5PkBwOYKpCVRLj5jFZfe9Oi42zRtzY1cfMaqGqZKJHl0rUxIcbuK9FkUmZyuk9wmaoLyi8xjM2sBDieo0VgftvErxq3ABcBnw/8/yLHOfcDKcNa2TcC5wB8Xeby6kekN/JHvP8LA8AhL57Spl7BIDrpW8lPcri59FkUmp+skt0mnojezPwSuAp4kuM14kJm9191/PMl21wEdwAIz2wh8kiCA32hm7wGeBd4WrruEYNiq1e4+ZGYfAG4nGM7qG+6+ttgM1pNzjlvKdfc+S1dXF7d/9DW1To5IYulamZjidvXosygyOV0n+5q0AA58DjjN3TcAmNkhwI+ACQO5u5+X56XX5lh3M7A68vw24LYC0iYiIvtS3BYRSbCJhiHM2JoJ4qGnyN0GUEREkkFxW0QkwQqpAV9rZrcBNxK0JXwbcJ+ZvQXA3W+qYPpERCQ+xW0RkQQrpAA+DXgBeHX4/EVgHvBGgsCuQC4ikiyK2yIiCTZpAdzd/6waCRERkfJQ3BYRSbZCRkE5CPhrYEV0/QpO6CAiIiVQ3BYRSbZCmqDcAnwd+CEwUtHUiIhIOdyC4raISGIVUgDvc/f/qHhKRESkXBS3RUQSrJAC+BfM7JPAHUB/ZqG7P1ixVImISCkUt0VEEqyQAvhLgHcCr2HsVqaHz0VEJHkUt0VEEqyQAvibgYPdfaDSiRERkbJQ3BYRSbBCZsJ8GJhT4XSIiEj5KG6LiCRYITXgi4DHzew+xtoSurufXblkiYhICRS3RUQSrJAC+Ccjjw14BXBeZZIjIiJloLgtIpJgkzZBcfdfALuAPwS+CbwWuKqyyRIRkWIpbouIJFveAriZHWZmnzCzdcCXgOcAc/fT3P2LxR7QzFaZ2ZrI324zuyhrnQ4z2xVZ5xPFHk9EZKpQ3BYRqQ8TNUF5HPgl8EZ33wBgZh8s9YDuvh44NtxfI7AJuDnHqr909zeUejwRkSlEcVtEpA5M1ATlj4Dngf81s6+Z2WsJ2hKW02uBJ93992Xer4jIVKS4LSJSB/LWgLv7zcDNZjYdOAf4ILDIzK4Ebnb3O8pw/HOB6/K8doqZPQxsBj7s7mtzrWRmFwIXAixcuJDOzs4yJKtwXV29AGU7bldXL8PDw1XPR6X09PQoLwmTlnxU4lop9/VcbfUQt2sdsyshTXE7LfEBlJekSdN1Ug7m7oWvbDYPeBvwDncvaUY1M2shCNJHufsLWa/NAkbcvcfMVgNfcPeVk+1z1apVvn79+lKSFds7vno3ADe895Sy7a+rq4vbP3pWWfZXa52dnXR0dNQ6GWWRlrykJR+VuFbKfT3HYWYPuPuJFdhvYuN2LWJ2JaQpbqclPoDykjRpuk6g9JhdyEQ8o9x9h7t/tdQgHjoLeDA7iIfH2e3uPeHj24BmM1tQhmOKiEwpitsiIskTqwBeZueR5zamme1vZhY+PokgndurmDYREdmX4raISBkUMhFP2ZlZO/B64L2RZe8DcPergLcCf2lmQ0AvcK7HaSsjIiJlpbgtIlI+NSmAu/teYH7Wsqsij79EMIatiIgkgOK2iEj51LIJioiIiIjIlKMCuIiIiIhIFakALiIiIiJSRSqAi4iIiIhUkQrgIiIiIiJVpAK4iIiIiEgVqQAuIiIiIlJFKoCLiIiIiFSRCuAiIiIiIlWkAriIiIiISBWpAC4iIiIiUkUqgIuIiIiIVJEK4CIiIiIiVaQCuIiIiIhIFdWkAG5mz5jZo2a2xszuz/G6mdl/mNkGM3vEzI6vRTpFRCSguC0iUj5NNTz2ae6+Lc9rZwErw7+TgSvD/yIiUjuK2yIiZZDUJihnA9/ywD3AHDNbXOtEiYhIXorbIiIFqlUNuAN3mJkDX3X3q7NeXwo8F3m+MVy2JXtHZnYhcCHAwoUL6ezsrEiC8+nq6gUo23G7unoZHh6uej4qpaenR3lJmLTkoxLXSrmv55QpS9yudcyuhDTF7bTEB1BekiZN10k51KoAfqq7bzaz/YA7zexxd78r8rrl2MZz7Sj8ErgaYNWqVd7R0VH2xE7kyvV3A9DRcUrZ9tfV1UW181EpnZ2dykvCpCUflbhWyn09p0xZ4natY3YlpClupyU+gPKSNGm6TsqhJk1Q3H1z+H8rcDNwUtYqG4FlkecHAJurkzoREcmmuC0iUj5VL4Cb2XQzm5l5DJwOPJa12q3A+WGv+pcDu9x9n+YnIiJSeYrbIiLlVYsmKIuAm80sc/zvuvtPzOx9AO5+FXAbsBrYAOwF/qwG6RQRkYDitohIGVW9AO7uTwHH5Fh+VeSxA++vZrpERCQ3xW0RkfJK6jCEIiIiIiKppAK4iIiIiEgVqQAuIiIiIlJFKoCLiIiIiFSRCuAiIiIiIlWkAriIiIiISBWpAC4iIiIiUkUqgIuIiIiIVJEK4CIiIiIiVVSLqehFEuuWhzZxxe3r2dzVy5I5bVx8xirOOW5p0euJiEjlKGZLvVIBXCR0y0ObuPSmR+kdHAZgU1cvl970KMC4QF3oeiIiUjmK2VLP1ARFJHTF7etHA3RG7+AwV9y+vqj1RESkchSzpZ6pAC4S2tzVW9DyQtcTEZHKUcyWelb1TNWwgAAAD1lJREFUAriZLTOz/zWzdWa21sz+Nsc6HWa2y8zWhH+fqHY6ZepZMqetoOWFrieSForbkkSK2VLPalEDPgR8yN2PAF4OvN/Mjsyx3i/d/djw79PVTaJMRRefsYq25sZxy9qaG7n4jFVFrSeSIorbkjiK2VLPqt4J0923AFvCx91mtg5YCvy22mkRicp0xvnI9x9hYHiEpXl6yhe6nkhaKG5LEilmSz2r6SgoZrYCOA74TY6XTzGzh4HNwIfdfW010yZT0znHLeW6e58F4Ib3nlLyeiJpo7gtSaKYLfWqZgVwM5sB/Ddwkbvvznr5QeBAd+8xs9XALcDKPPu5ELgQYOHChXR2dlYszbl0hZ04ynXcrq5ehoeHq56PSunp6am7vOR7T7PzUu73vlrq8T3JpRLXSr2+p9VSjrhd65hdCWmK2/UYH9Ies6E+35dsabpOyqEmBXAzayYI4t9x95uyX48Gdne/zcy+YmYL3H1bjnWvBq4GWLVqlXd0dFQu4Tlcuf5uADo6yvOL+sr1d9PV1UW181EpnZ2ddZeXfO9pdl7K/d5XSz2+J7lU4lqp1/e0GsoVt2sdsyshTXG7HuND2mM21Of7ki1N10k51GIUFAO+Dqxz98/nWWf/cD3M7CSCdG6vXipFRCRDcVtEpLxqUQN+KvBO4FEzWxMu+xiwHMDdrwLeCvylmQ0BvcC57u41SKuIiChui4iUVS1GQfkVYJOs8yXgS9VJkYiITERxW0SkvDQTpoiIiIhIFdV0GEKRQt3y0CauuH09m7t6WTJFxnCdinkWkfSYajFsquVXSqMCuCTeLQ9t4tKbHqV3cBiATV29XHrTowCpDW5TMc8ikh5TLYZNtfxK6dQERRLvitvXjwa1jN7BYa64fX2NUlR5UzHPIpIeUy2GTbX8SulUAJfE2xxOnlDo8jSYinkWkfSYajFsquVXSqcCuCTekjltsZanwVTMs4ikx1SLYVMtv1I6FcAl8S4+YxVtzY3jlrU1N3LxGatqlKLKm4p5FpH0mGoxbKrlV0qnTpiSeJkOLB/5/iMMDI+wdAr0Lp+KeRaR9JhqMWyq5VdKpwJ4kTLDDW0K23etuORHuuAq6JzjlnLdvc8CcMN7T6lxaqpjKua5FqJDhzUYmBkHXfIjDSMmUqKpFsOmWn6lNCqAFyF7uKEMDTskUl+yr+VhB8LZ03U9i4hIpagNeBFyDTeUoWGHROrHRNcy6HoWEZHKUAG8CJsmGVZIww6J1IdCrtXJrncREZG41AQlplse2oQBPsE6s9uai9qv2pSLTK6c18qc9mZ27h2ccB0Lj6nrUEREykU14DHc8tAmPnjjmgkL3wBdvYMc9YmfcMtDmwre76U3PbpPTVumDWqh+xFJu3JdK7c8tIkjPv7jSQvfEPzY/uCNa3QdiohI2dSkBtzMzgS+ADQC17j7Z7Net/D11cBe4F3u/mC10nfLQ5u4/Na1dPVO/uWcz56BYS66YQ0X3bCmpLT0Dgb7+dQP1/LJNx6lWjiZkgq5JjPXSqnXXC7u5Nz33PbmKXFdJj1mi4jUG3OfrD63zAc0awR+B7we2AjcB5zn7r+NrLMa+GuCYH4y8AV3P3myfbcuXumLL/j3SiRbRKSitlx7Ef1bnrBapyObYraIyL5Kjdm1aIJyErDB3Z9y9wHgeuDsrHXOBr7lgXuAOWa2uNoJFRERxWwRkXKrRROUpcBzkecbCWpMJltnKbBloh0f0L2Vf/zlV8qRRhGRqjq/1gnITzFbRCRLqTG7FjXguarrs9vBFLJOsKLZhWZ2v5ndX3LKimAG7c2Ju2ssIkWYM81YPKMhZwCawlIVs0VEkqAWNeAbgWWR5wcAm4tYBwB3vxq4GoL2hB995V+VL6WTmN7SyGfe/BLeeNzScHSGR+gdHKna8UWkPDLX8hlhZ8qaXM9PXVS9Y8WTmpgtIlI2JcbsWtSA3wesNLODzKwFOBe4NWudW4HzLfByYJe7T3grs5rmtjfz7+84lrWfPnN09INzjlvKur8/i39/x7HMKWIc8Oi+T1vWWNI+RKaCclwrua5lKN/1nBJ1H7NFRJKm6jXg7j5kZh8AbicY0uob7r7WzN4Xvn4VcBtBb/oNBENa/Vm10wnFDTF2znFLSx6SrLOzk//s6ADKMySiSFpkX5PRa6US8l3PU+m6rKeYLSJSL6o+DGElrVq1ytevX1/rZJSss7OTjgoWKqpJeUmetOQD0pUXM3vA3U+sdTqqKS0xG9LzWUxLPkB5SaK05ANKj9mpKoCbWTeQhmi+ANhW60SUifKSPGnJB6QrL6vcfWatE1FNKYrZkJ7PYlryAcpLEqUlH1BizK7JTJgVtD4NNUhmdn8a8gHKSxKlJR+QvrzUOg01kIqYDen5LKYlH6C8JFFa8gGlx+xadMIUEREREZmyVAAXEREREamitBXAr651AsokLfkA5SWJ0pIPUF7qXZrynJa8pCUfoLwkUVryASXmJVWdMEVEREREki5tNeAiIiIiIolWlwVwM3ubma01sxEzOzGyfIWZ9ZrZmvDvqshrJ5jZo2a2wcz+w8ysNqkfL19ewtcuDdO73szOiCxPZF6izOxyM9sUeS9WR17Lma+kMrMzw7RuMLNLap2euMzsmfDzsibTa9vM5pnZnWb2RPh/bq3TmYuZfcPMtprZY5FledOe5M9Wnryk5jqZiGJ2MvMSlabPomJ27Shmx8iLu9fdH3AEsAroBE6MLF8BPJZnm3uBUwADfgycVet8TJKXI4GHgVbgIOBJoDHJecnK1+XAh3Msz5uvJP4RzPz3JHAw0BKm/chapytmHp4BFmQt+xfgkvDxJcA/1zqdedL+KuD46HWdL+1J/2zlyUsqrpMC8q6YncC8ZOUrFZ9Fxeyap10xu8C81GUNuLuvc/eCJ28ws8XALHe/24Mz9S3gnEqlL44J8nI2cL2797v70wRTPJ+U5LwUKGe+apymiZwEbHD3p9x9ALieIA/17mzg2vDxtST0M+TudwE7shbnS3uiP1t58pJPovMSl2J2MvNSoHr7LCpm15BiduF5qcsC+CQOMrOHzOwXZvbKcNlSYGNknY3hsiRbCjwXeZ5Jcz3l5QNm9kh4GydzyylfvpKq3tKbiwN3mNkDZnZhuGyRu28BCP/vV7PUxZcv7fX6XqXhOimFYnZypOGzWG/pzUUxO9nKcp0kdiZMM/spsH+Oly5z9x/k2WwLsNzdt5vZCcAtZnYUwW2/bFUb/qXIvORLc03zEjVRvoArgb8nSNvfA58D3k2C0l+gektvLqe6+2Yz2w+408wer3WCKqQe36u0XCeK2YrZSVFv6c1FMTu5ynadJLYA7u6vK2KbfqA/fPyAmT0JHEbwS+SAyKoHAJvLkc4C0xU7LwRpXhZ5nklzTfMSVWi+zOxrwP+ET/PlK6nqLb37cPfN4f+tZnYzwW2xF8xssbtvCW+Rb61pIuPJl/a6e6/c/YXM4zq/ThSzFbOTot7Suw/F7OQqZ8xOVRMUM1toZo3h44OBlcBT4S2PbjN7edj7/HwgXy1GUtwKnGtmrWZ2EEFe7q2XvIQXWcabgUwv4pz5qnb6YrgPWGlmB5lZC3AuQR7qgplNN7OZmcfA6QTvxa3ABeFqF5DAz9AE8qW93j5babpOiqKYnRwp+iwqZiePYnYutexhWuxfmOmNBDUnLwC3h8v/CFhL0BP1QeCNkW1ODE/Uk8CXCCchqvVfvryEr10Wpnc9kV7zSc1LVr6+DTwKPBJ+MBdPlq+k/gGrgd+Fab6s1umJmfaDw+vh4fDauCxcPh/4GfBE+H9erdOaJ/3XETRTGAyvk/dMlPYkf7by5CU118kkeVfMTmBesvKVms+iYnZN06+YXWBeNBOmiIiIiEgVpaoJioiIiIhI0qkALiIiIiJSRSqAi4iIiIhUkQrgIiIiIiJVpAK4iIiIiEgVqQAuiWRmw2a2JvK3otZpKhczO87Mrgkfv8vMvpT1eqeZnTjB9teb2cpKp1NEpFCK2YrZEk9iZ8KUKa/X3Y/N9UI4mYW5+0h1k1Q2HwP+oYTtrwQ+AvxFeZIjIlIyxez8FLNlH6oBl7pgZivMbJ2ZfYVgwo5lZnaxmd1nZo+Y2aci615mZuvN7Kdmdp2ZfThcPlpLYWYLzOyZ8HGjmV0R2dd7w+Ud4TbfN7PHzew74RcJZvYyM/s/M3vYzO41s5lm9kszOzaSjl+b2Uuz8jETeKm7P1xAnt8UqU1ab2ZPhy/9EnidmekHtIgkkmK2YrZMTB8GSao2M1sTPn4a+CCwCvgzd/8rMzudYKrXkwADbjWzVwF7CKYePo7g8/0g8MAkx3oPsMvdX2ZmrcCvzeyO8LXjgKOAzcCvgVPN7F7gBuAd7n6fmc0CeoFrgHcBF5nZYUCruz+SdazMjHhR7zCzV0SeHwrg7rcSTqFsZjcCvwiXj5jZBuCYAvImIlINitmK2RKDCuCSVONuZ4btCX/v7veEi04P/x4Kn88gCO4zgZvdfW+43a0FHOt04KVm9tbw+exwXwPAve6+MdzXGmAFsAvY4u73Abj77vD17wEfN7OLgXcD38xxrMXAi1nLbnD3D0Ty2hl90cw+QnA+vhxZvBVYgoK5iCSDYvbYc8VsmZQK4FJP9kQeG/BP7v7V6ApmdhHgebYfYqzZ1bSsff21u9+eta8OoD+yaJjgmrFcx3D3vWZ2J3A28HaCmpNsvVnHnpCZvRZ4G/CqrJemhfsSEUkqxewxitkyjtqAS726HXi3mc0AMLOlZrYfcBfwZjNrC9vuvTGyzTPACeHjt2bt6y/NrDnc12FmNn2CYz8OLDGzl4Xrz4y07bsG+A/gPnffkWPbdYS3KydjZgcCXwHe7u7ZgfswYG0h+xERSQDFbMVsiVANuNQld7/DzI4A7g772PQAf+ruD5rZDcAa4PcEnV8y/hW40czeCfw8svwagtuUD4Yddl4Ezpng2ANm9g7gi2bWRlCr8Tqgx90fMLPdwH/m2fZxM5ttZjPdvXuSbL4LmA/cHOZxs7uvNrNFBLc3t0yyvYhIIihmK2bLeOae786PSP0zs8sJguy/Vul4S4BO4PB8Q26Z2QeBbne/pshjfBDY7e5fLzqhIiIJpJgtU4WaoIiUiZmdD/wGuGyS8W6vZHw7xbi6gGtL2F5EZMpTzJZaUg24iIiIiEgVqQZcRERERKSKVAAXEREREakiFcBFRERERKpIBXARERERkSpSAVxEREREpIpUABcRERERqaL/D6wVavy0erQdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "def getSin(amp, freq, phase, sampleList):\n",
    "    return amp * np.sin(-2 * math.pi * freq * sampleList + phase)\n",
    "\n",
    "def getCos(amp, freq, phase, sampleList):\n",
    "    return amp * np.cos(-2 * math.pi * freq * sampleList + phase)\n",
    "\n",
    "\n",
    "def denoise(arr, thresh):\n",
    "    mask = arr > thresh\n",
    "    return mask * arr\n",
    "\n",
    "\n",
    "srate = 3000\n",
    "t = np.linspace(0, 1, srate)\n",
    "\n",
    "s1 = getSin(amp=1.5, freq=30, phase=0, sampleList=t)\n",
    "s2 = getCos(amp=3, freq=5, phase=0, sampleList=t)\n",
    "s3 = getSin(amp=10, freq=100, phase=0, sampleList=t)\n",
    "s4 = getCos(amp=20, freq=120, phase=0, sampleList=t)\n",
    "\n",
    "mixed_signal = s1 + s2 + s3 + s4\n",
    "\n",
    "fCoefs = np.fft.fft(mixed_signal, srate)\n",
    "amp_list = 2 * np.abs(fCoefs / srate)\n",
    "\n",
    "freqs = np.fft.fftfreq(len(amp_list), 1/srate)\n",
    "amp_shifted = np.fft.fftshift(amp_list)\n",
    "freq_shift = np.fft.fftshift(freqs)\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(12, 8))\n",
    "\n",
    "# 左上图：生成原始未过滤数据的复合波形时域图\n",
    "ax[0, 0].plot(t[:500], mixed_signal[:500])\n",
    "ax[0, 0].set_title(\"Original Mixed Signal in Time Domain\")\n",
    "ax[0, 0].set_xlabel(\"Time (s)\")\n",
    "ax[0, 0].set_ylabel(\"Amplitude\")\n",
    "ax[0, 0].grid()\n",
    "\n",
    "# 右上图：空白，稍后添加双重过滤后的混合波形时域图\n",
    "ax[0, 1].set_title(\"Filtered Mixed Signal in Time Domain\")\n",
    "ax[0, 1].set_xlabel(\"Time (s)\")\n",
    "ax[0, 1].set_ylabel(\"Amplitude\")\n",
    "ax[0, 1].grid()\n",
    "\n",
    "# 左下图：原始振幅频谱\n",
    "ax[1, 0].stem(freq_shift, amp_shifted)\n",
    "ax[1, 0].set_xlim([-150, 150])\n",
    "ax[1, 0].set_ylim([-0.5, 21])\n",
    "ax[1, 0].set_title(\"Original Amplitude Spectrum\")\n",
    "ax[1, 0].set_xlabel(\"Frequency (Hz)\")\n",
    "ax[1, 0].set_ylabel(\"Amplitude\")\n",
    "ax[1, 0].grid()\n",
    "\n",
    "# 对振幅频谱进行去噪处理\n",
    "amp_shifted[(freq_shift > 110) | (freq_shift < -110)] = 0\n",
    "amp_shifted = denoise(amp_shifted, 1)\n",
    "\n",
    "# 右下图：处理后的振幅频谱\n",
    "ax[1, 1].stem(freq_shift, amp_shifted)\n",
    "ax[1, 1].set_xlim([-150, 150])\n",
    "ax[1, 1].set_ylim([-0.5, 21])\n",
    "ax[1, 1].set_title(\"Filtered Amplitude Spectrum\")\n",
    "ax[1, 1].set_xlabel(\"Frequency (Hz)\")\n",
    "ax[1, 1].set_ylabel(\"Amplitude\")\n",
    "ax[1, 1].grid()\n",
    "\n",
    "#逆FFT变换得到双重过滤后的混合波形时域信号\n",
    "\n",
    "amp_shifted_unshifted = np.fft.ifftshift(amp_shifted)\n",
    "filtered_fCoefs = amp_shifted_unshifted * srate / 2\n",
    "filtered_signal = np.fft.ifft(filtered_fCoefs)\n",
    "\n",
    "# 右上图：双重过滤后的混合波形时域图\n",
    "ax[0, 1].plot(t[:500], filtered_signal.real[:500])\n",
    "ax[0, 1].grid()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "59c2c311-7830-4131-92db-af0dd9f0d5ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting opencv-python\n",
      "  Downloading opencv_python-4.7.0.72-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (61.8 MB)\n",
      "     |████████████████████████████████| 61.8 MB 256 kB/s            \n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.17.0 in /opt/conda/lib/python3.9/site-packages (from opencv-python) (1.19.5)\n",
      "Installing collected packages: opencv-python\n",
      "Successfully installed opencv-python-4.7.0.72\n"
     ]
    }
   ],
   "source": [
    "!pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6b5cba7-a07a-47de-a51d-647d4bf78150",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
